Commonsent AR
A spatial agency and counter-persuasion layer for civic, economic and community life: 19 vertical use cases, animated user-visible wireframes, benefit models and an adoption-first implementation roadmap.
AR becomes valuable when it removes friction at the point of action.
Commonsent AR should begin as a daily decision layer that helps people buy better, resist manipulative messaging, understand consequential claims, and move money toward suppliers aligned with their priorities. These personal utilities create the trust, product graph, local ownership network and transaction activity needed for Commonsent to mature into a civic and cooperative operating layer.
Launch with modules that save a person money, time or cognitive effort without requiring a city, employer or community network to be fully operational.
Every use case reuses the same identity, consent, spatial anchoring, evidence, workflow, coordination and audit services.
After user density and trust exist, Commonsent can aggregate demand, support deliberation, expose power flows and coordinate community-owned production.
From screen-based information to situated agency.
Phones and dashboards force people to translate between an abstract interface and the physical situation in front of them. AR can collapse that distance. The relevant contract term can appear beside the renewal notice. A maintenance step can appear on the exact component. A planning proposal can appear at full scale on the street it would change. A public issue can become a trackable object at the place where it exists.
Platform readiness is improving. Android XR now describes development paths spanning headsets, wired XR glasses, and audio or display glasses; lightweight glasses experiences can extend an existing phone application through projected activities. OpenXR provides a cross-platform runtime standard, while WebXR supports browser-delivered immersive experiences. Commonsent should therefore be device-agnostic: mobile AR first, glasses as they become available, and richer spatial workspaces for tasks that require depth.
Commonsent also introduces two layers that conventional AR platforms generally leave to advertisers and marketplaces: a counter-persuasion layer that can translate emotional or manipulative messages into inspectable factual propositions, and a transaction layer that can execute purchases inside a user-controlled interface optimized for need, budget, total cost and local recirculation.
The Commonsent interaction contract
no interruption
one fact
evidence + options
personal + collective effect
execute or coordinate
record outcome
improve models and policy
Attention is a scarce civic resource. The default AR state should therefore be empty. A user sees only the next decision-relevant element, with confidence and provenance available on demand. Accessibility must be multimodal, allowing visual, audio, haptic and companion-screen interactions.
One platform, many vertical interfaces.
Personal AI node, priorities, memory, attention policy, identity wallet and consent firewall.
Object recognition, localization, digital twins, spatial anchors, multimodal input and contextual rendering.
Evidence graph, deliberation, task routing, group procurement, governance, treasury, audit and appeals.
Need inference, budget constraints, total-cost models, message neutralization, bias detection and user-controlled value alignment.
Native cart, merchant routing, payments, receipts, cooperative offers, local-value accounting and community contribution rules.
Minimum platform services
| Service | Purpose | First modules using it | Implementation posture |
|---|---|---|---|
| Consent and attention firewall | Controls sensing, retention, interruption and disclosure. | All modules | On-device policy engine; explicit escalation. |
| Context parser | Converts camera, audio, text, location and user intent into minimal structured events. | Contract, issue, local value, claim | Local extraction first; raw media discarded by default. |
| Spatial anchor service | Associates verified information with a place or object. | Issue, planning, repair, building | OpenXR/WebXR abstraction plus platform adapters. |
| Evidence and provenance graph | Tracks claims, sources, ownership, funding and uncertainty. | Claim, local value, planning | Source-level lineage and appeal history. |
| Workflow and verification engine | Delivers a next step, confirms completion and handles exceptions. | Repair, logistics, clinical, learning | Versioned procedures with role and safety controls. |
| Coordination and market engine | Aggregates needs, resources and demand under transparent rules. | Group buying, mutual aid | Threshold privacy and reversible commitments. |
| Audit and appeal service | Makes model interventions contestable and outcomes measurable. | All public or consequential modules | Immutable event history; correctable conclusions. |
| Personal intent and budget model | Represents declared needs, affordability limits, purchase cadence, exclusions and user-defined priorities. | Retail prioritization, contract, native commerce | Private by default; user-editable assumptions; no inferred sensitive traits without consent. |
| Commercial product and merchant graph | Links products to quality evidence, price history, ownership, warranties, repairability, inventory and alternatives. | Retail prioritization, local value, native commerce | Source-level provenance; paid placement structurally separated from recommendation. |
| Message transformation engine | Extracts claims, suppresses optional persuasive audio/visual content, generates neutral summaries and identifies influence techniques. | Ads rewrite, political messaging, claim lens | User-invoked; preserve access to the original; label inference and uncertainty. |
| Public-record alignment engine | Maps verified votes, sponsorships, statements and office actions to user-selected issue dimensions. | Political messaging rewrite | No platform-authored ideology; transparent issue coding; equal candidate coverage; appealable records. |
| Native commerce and settlement | Runs cart, checkout, payment routing, receipts, returns, contribution rules and local recirculation accounting. | Native commerce, local value, group buying | Low disclosed fees; merchant neutrality; reversible orders and auditable fund flows. |
Who each of the 19 use cases serves and what value it can create.
All monetary ranges below are planning estimates, not promises. They define testable hypotheses for pilots. Direct cash savings, time value, institutional operating value and social benefit are kept conceptually separate.
| Use case and vertical | Primary target | Estimated user benefit | Institutional benefit | Estimation basis |
|---|---|---|---|---|
| 1. Retail Shopping Prioritization & Need-Aware Product CopilotRetail, household finance and consumer agency | Households, budget-conscious consumers, caregivers, local merchants, retailers and consumer programs | $250-$1,200 per active household per year; 6-20 hours of comparison effort avoided. | Higher-fit demand, fewer avoidable returns and a privacy-preserving shopping-assistance benefit. | Scenario model using discretionary spend, 1%-4% avoided poor-fit expenditure, return friction and user time. Overlaps with Local Value Lens and Native Commerce. |
| 2. Contract & Subscription GuardianConsumer protection and household finance | Households, renters, patients, telecom and utility customers, small businesses | $150-$600 per active household per year; 2-6 hours of avoided searching and cancellation work. | For employee- or member-benefit programs: $75-$250 in annual value per enrolled user and lower support volume. | Scenario estimate based on avoidable renewals, fee detection, plan comparison and time valued at $25-$40/hour. Pilot measurement required. |
| 3. Local Value Lens & Alternative FinderRetail, local economy and consumer agency | Consumers, local merchants, cooperatives, chambers of commerce, economic-development offices | $75-$300 per household per year in avoided poor-fit purchases and lower total cost; 3%-10% of participating spend may be redirected toward higher-local-retention options. | Local merchants gain qualified demand without surrendering ranking to a dominant advertising platform. | Scenario estimate. Direct savings come from product comparison and durability; local-retention impact is a distributional benefit, not household cash savings. |
| 4. Ads Messaging Rewrite & Cognitive Influence LensAdvertising, media literacy and cognitive sovereignty | Opt-in consumers, parents, educators, regulators and evidence-oriented brands | $100-$800 per active household per year in avoided impulse or poor-fit spend; 5-15 minutes per week saved extracting terms and claims. | Higher-intent traffic for evidence-oriented sellers and potentially lower complaint and refund burden. | Scenario estimate using 0.5%-2.0% reduction in ad-driven discretionary spend. Requires opt-in randomized validation. |
| 5. Commonsent Native Commerce & Local Recirculation CheckoutE-commerce, local economy and cooperative markets | Households, local merchants, cooperatives, service providers, institutions and procurement groups | $150-$700 per active household per year; 5%-20% of eligible spend may shift toward higher-local-retention suppliers. | Potential 10%-30% reduction in combined discovery, marketplace and payment overhead relative to high-fee channels. | Scenario model using eligible spend, 1%-3% total-cost improvement and channel substitution. Local recirculation is not direct cash savings. |
| 6. Civic Issue Reporter & Resolution TrackerMunicipal operations and public accountability | Residents, public works departments, property managers, business districts | 5-15 minutes saved per report for residents; $5-$25 lower triage cost per valid ticket; $25,000-$150,000 annual administrative value for a mid-size municipality, depending on volume. | Faster triage, fewer duplicates, better asset condition data and visible service-level accountability. | Scenario model using report volume, staff handling time, duplicate rates and avoided repeat contacts. Benefits exclude the value of earlier hazard remediation. |
| 7. Accessible Navigation & Service WayfindingAccessibility, mobility and public services | People with visual, hearing, mobility or cognitive disabilities; older adults; visitors; hospitals and public agencies | 10-25 minutes saved on a complex trip; $300-$1,500 annual equivalent value per frequent user through reduced assistance, missed appointments and navigation friction. | Lower missed-appointment and wayfinding burden; stronger ADA/accessibility performance; better barrier data. | Scenario estimate. Benefits vary widely and should be measured by trip completion, assistance requests and appointment adherence rather than cash alone. |
| 8. Guided Work, Repair & Remote ExpertField service, manufacturing and skilled work | Technicians, facilities teams, utilities, manufacturers, tradespeople, homeowners and vocational learners | 10%-30% faster task completion and 15%-40% fewer procedural errors; approximately $3,000-$15,000 annual value per active technician in suitable workflows. | Reduced travel, faster onboarding, greater first-time-fix rate and capture of expert knowledge. | Range is anchored to maintenance literature and enterprise AR pilots, then translated into labor and rework value. Actual value depends on task repeatability and failure cost. |
| 9. Proposal-in-PlaceUrban planning, housing and transportation | Residents, planners, developers, elected officials, accessibility advocates and neighborhood organizations | 20%-40% lower consultation production and synthesis effort; feedback cycles 10%-30% faster; potentially large avoided redesign or change-order costs when conflicts are discovered earlier. | More comprehensible participation, richer spatial feedback and an auditable record connecting comments to design revisions. | Operational savings are scenario estimates. Research supports improved comprehension and participation, while project-level avoided costs require local measurement. |
| 10. Collective Procurement & Reverse BiddingCommunity procurement and cooperative economics | Households, tenant associations, small businesses, municipalities and community institutions | 5%-15% lower price on suitable categories; approximately $200-$1,500 per participating household per procurement event. | Lower acquisition cost for vendors, better terms for buyers and a pathway from pooled demand to community ownership. | Scenario estimate based on volume discounts and lower seller acquisition cost. Savings must be validated category by category. |
| 11. Claim Lens & Provenance TrailInformation integrity, media and democratic resilience | Citizens, students, journalists, researchers, public officials and organizations | 15-30 minutes of verification time saved per active user per week; potentially $200-$1,000 annual professional value for analysts and journalists. Social benefits exceed direct cash value. | Lower research duplication, better meeting quality and auditable evidence trails. | Scenario estimate based on research time. No reliable general monetary estimate exists for avoided misinformation harm. |
| 12. Political Messaging Rewrite, Live Fact Context & Representation AlignmentDemocracy, public records and information integrity | Voters, civic educators, journalists, researchers and public-interest institutions | 5-15 hours of research saved per election or legislative cycle. Primary value is informational quality rather than direct cash savings. | Lower research duplication and reusable evidence-linked public-record mappings. | Scenario estimate based on claim review, vote retrieval and issue-coding time. Requires cross-party accuracy, freshness and neutrality audits. |
| 13. Vision Picking & Inventory Exception HandlingLogistics and fulfillment | Warehouses, hospitals, retailers, libraries, food banks and municipal stores | 10%-25% throughput improvement and 20%-40% fewer pick errors; approximately $4,000-$12,000 annual value per high-volume worker. | Higher throughput, faster onboarding and better real-time inventory accuracy. | Range includes DHL’s reported 25% pilot efficiency improvement and broader literature; worker-value translation assumes loaded labor plus error cost. |
| 14. Building Health, Energy & Asset LensBuildings, utilities and climate resilience | Homeowners, tenants, facilities teams, schools, hospitals, municipalities and utilities | 3%-10% reduction in addressable energy and maintenance cost from AR-enabled action; roughly $100-$500 per household annually or $0.10-$0.75 per square foot for managed facilities. | Earlier fault detection, fewer truck rolls, more effective retrofit targeting and auditable maintenance history. | Digital-twin research reports larger total energy potential; this estimate conservatively attributes only a portion to the AR decision layer. |
| 15. Situated Learning & AR ApprenticeshipEducation, training and civic capability | Schools, community colleges, workforce programs, museums, employers and community volunteers | 10%-25% lower instructor support time in repeatable practical modules; $150-$600 value per learner per course through faster mastery and reduced consumable/rework cost. | Scalable apprenticeship, more consistent instruction and preservation of local expert knowledge. | Scenario translation from evidence that AR can improve performance time, confidence and some skill outcomes; learning gains vary by subject and design quality. |
| 16. Environmental Condition & Externality LensEnvironment, public health and community science | Residents, schools, environmental groups, planners, utilities and public-health agencies | $100-$500 annual household value where the system changes energy, travel or exposure decisions; 5%-15% lower field-inspection and public-communication effort for agencies. | Better targeting of interventions, stronger public understanding and denser environmental data. | Scenario estimate. Health and resilience benefits may dominate financial savings but require longitudinal local evaluation. |
| 17. Clinical Workflow & Patient Navigation AssistantHealthcare and public health | Clinicians, technicians, patients, caregivers, hospitals and public-health teams | 5%-15% workflow or documentation time reduction in validated tasks; approximately $2,000-$8,000 annual value per frequent clinical user, excluding clinical-outcome value. | Lower wayfinding burden, more consistent procedures and potentially fewer missed steps. | Scenario estimate informed by medical AR reviews showing potential for performance time, confidence and skill outcomes. Clinical deployment requires task-specific trials. |
| 18. Emergency Situational Overlay & Mutual-Aid RoutingEmergency management and public safety | Fire, EMS, emergency managers, trained volunteers, facility teams and residents | 5%-15% faster orientation and selected task completion; annual organizational value can range from $50,000 to $500,000 where avoided delay, training and coordination costs are material. | Improved situational awareness, resource coordination and post-incident learning. | Scenario estimate informed by NIST and emergency-care research. The value distribution is highly incident-dependent and should not be reduced to one ROI number. |
| 19. Community Resource Match & Small-Group FormationCommunity coordination and mutual aid | Residents, nonprofits, mutual-aid networks, schools, faith communities and local governments | $50-$300 annual equivalent value per active participant through shared resources, avoided purchases and time exchange; 10%-30% higher utilization of listed community assets. | Lower program coordination cost and stronger local resilience. | Scenario estimate using replacement cost of shared goods and volunteer coordination time. Network density is the main determinant. |
Build the modules that create pull before the modules that require belief.
The ranking emphasizes fastest adoption pull: immediate personal value, frequency, standalone usefulness, trust requirements, data availability, hardware dependency, implementation risk and contribution to Commonsent’s long-term economic and civic network. The score is directional and should be recalibrated with pilot retention, verified savings and error data.
| Rank | Module | Priority | Why now | Critical dependency | Initial value hypothesis |
|---|---|---|---|---|---|
| 1 | Retail Shopping Prioritization & Need-Aware Product CopilotPhase 1: individual utility | 95/100 | A frequent, universal decision with visible money and regret reduction. It gives Commonsent a daily reason to exist and seeds product, price, ownership and intent data. | Product identity, price history, quality evidence and a private need/budget model. | $250-$1,200 per active household per year. |
| 2 | Contract & Subscription GuardianPhase 1: individual utility | 92/100 | Immediate, private and measurable value with no network effect required. It establishes trust in consequential recommendations. | Document extraction, alternatives and near-zero harmful recommendation tolerance. | $150-$600 per active household per year. |
| 3 | Local Value Lens & Alternative FinderPhase 1: individual utility | 89/100 | Makes Commonsent’s local-recirculation mission visible during ordinary purchases and extends the retail copilot without requiring native checkout. | Merchant ownership graph and transparent local-value methodology. | $75-$300 household value; 3%-10% of spend potentially redirected. |
| 4 | Civic Issue Reporter & Resolution TrackerPhase 1: civic utility | 88/100 | One glance can produce an observable public result and a municipal buyer can justify the operating value. | Municipal workflow integration and service-level transparency. | $25,000-$150,000 annual administrative value for a mid-size municipality. |
| 5 | Ads Messaging Rewrite & Cognitive Influence LensPhase 2: cognitive sovereignty | 85/100 | Highly distinctive positioning and a clear reason to use immersive glasses or earbuds. It can attract users who want information but not persuasive execution. | Reliable ad detection, audiovisual masking, neutral summarization and strict opt-in controls. | $100-$800 per active household per year; attention savings. |
| 6 | Accessible Navigation & Service WayfindingPhase 2: civic and institutional pull | 82/100 | Solves a severe physical-world friction and offers strong institutional funding routes. | High-quality spatial data, accessibility testing and multimodal interface design. | $300-$1,500 annual equivalent value per frequent user. |
| 7 | Guided Work, Repair & Remote ExpertPhase 2: enterprise pull | 81/100 | Clear enterprise ROI can finance shared AR infrastructure while extending Commonsent into household repair and community production. | Validated procedures, object anchoring, safety controls and expert escalation. | $3,000-$15,000 annual value per active technician. |
| 8 | Commonsent Native Commerce & Local Recirculation CheckoutPhase 2-3: transaction network | 80/100 | Strategically essential because it closes the loop from recommendation to recirculating transaction, but it requires merchant coverage, payments and support operations. | Merchant onboarding, neutral search, payments, returns, fulfillment and regulatory compliance. | $150-$700 household savings; potential 10%-30% merchant channel-cost reduction. |
| 9 | Proposal-in-PlacePhase 2: civic and institutional pull | 79/100 | A powerful public demonstration that turns abstract planning into situated comprehension and action. | Verified planning models, accessible participation and municipal procurement. | 10%-30% faster feedback cycles; 20%-40% lower consultation effort. |
| 10 | Collective Procurement & Reverse BiddingPhase 3: network effects | 77/100 | Transforms accumulated user demand into visible collective bargaining power and a path toward community ownership. | Sufficient demand density, bid rules, escrow and supplier qualification. | 5%-15% lower price in suitable categories. |
| 11 | Claim Lens & Provenance TrailPhase 3: information integrity | 74/100 | Central to Commonsent, but provenance, calibration and appeals must mature before broad public deployment. | High-quality evidence retrieval, temporal validity and independent evaluation. | 15-30 minutes of verification time saved per active user per week. |
| 12 | Political Messaging Rewrite, Live Fact Context & Representation AlignmentPhase 3-4: high assurance | 68/100 | Strategically defining but legitimacy-sensitive. It should launch only after the general Claim Lens proves calibrated and governance is independently auditable. | Official record coverage, equal candidate treatment, election-period correction operations and neutral issue coding. | 5-15 research hours saved per election or legislative cycle. |
Retail Shopping Prioritization & Need-Aware Product Copilot
Target: Households, budget-conscious consumers, caregivers, local merchants, retailers, cooperatives and consumer-protection programs
Problem and trigger
Retail interfaces optimize for conversion, while the buyer must separately determine quality, fair price, actual need, budget fit, durability, ownership, availability and alternatives.
Trigger. The user looks at a product in a store, scans a shelf, opens a product page, speaks a need, or approaches checkout.
Experience
The personal agent produces a layered decision card: need confidence, quality evidence, price fairness, budget effect, total cost of ownership, local ownership, fit with prior purchases and ranked alternatives in the same store or elsewhere. “Do not buy” is a valid recommendation.
Functional flow
- Identify product, variant and merchant
- Retrieve price, quality, ownership and durability evidence
- Compare with declared need, household inventory and budget
- Generate alternatives and a transparent recommendation
- Buy, defer, borrow, repair, join a group purchase or decline
Similar item at homeQuality 86%
Strong durability evidencePrice fair
3% below 90-day median
The first glance answers whether the purchase deserves attention. Detailed scoring, evidence and alternatives appear only when requested.
User benefit estimate
$250-$1,200 per active household per year through fewer impulse purchases, lower return rates, better price timing and longer product life; 6-20 hours of comparison effort avoided.
Institutional benefit
Higher-fit demand, fewer avoidable returns and a privacy-preserving consumer-assistance benefit for employers, credit unions and public programs.
Estimation basis
Scenario model using discretionary purchase volume, 1%-4% avoided poor-fit spend, return friction and time valued at $25-$40 per hour. Savings overlap with Local Value Lens and Native Commerce and must not be added mechanically.
Primary KPIs
Verified dollars avoided; purchase regret; return rate; recommendation acceptance; budget adherence; local-share change.
Contract & Subscription Guardian
Target: Households, renters, patients, telecom and utility customers, small businesses
Problem and trigger
Terms that materially change cost or rights are buried in dense language and encountered at the moment of action, when time pressure is highest.
Trigger. The user looks at a bill, checkout screen, renewal notice, lease, financing offer, or service contract.
Experience
A compact overlay highlights the effective annual price, renewal date, cancellation path, penalties, data rights, and materially better alternatives.
Functional flow
- Recognize document or screen
- Extract obligations and price changes locally
- Compare with user preferences and verified alternatives
- Offer cancel, negotiate, save, or proceed
- Log the decision privately
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
$150-$600 per active household per year; 2-6 hours of avoided searching and cancellation work.
Institutional benefit
For employee- or member-benefit programs: $75-$250 in annual value per enrolled user and lower support volume.
Estimation basis
Scenario estimate based on avoidable renewals, fee detection, plan comparison and time valued at $25-$40/hour. Pilot measurement required.
Primary KPIs
Verified dollars avoided; successful cancellations; false-positive rate; time to action; user trust.
Local Value Lens & Alternative Finder
Target: Consumers, local merchants, cooperatives, chambers of commerce, economic-development offices
Problem and trigger
Price is visible while ownership, local recirculation, repairability, labor conditions, data extraction and community alternatives are hidden.
Trigger. The user looks at a product, storefront, online listing or checkout option.
Experience
A value-retention card shows price, estimated local recirculation, ownership, repairability and nearby alternatives ordered by the user’s priorities rather than ad bids.
Functional flow
- Identify product or merchant
- Retrieve provenance and ownership graph
- Estimate local value retention
- Compare alternatives and total cost
- Purchase, save or join aggregated demand
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
$75-$300 per household per year in avoided poor-fit purchases and lower total cost; 3%-10% of participating spend may be redirected toward higher-local-retention options.
Institutional benefit
Local merchants gain qualified demand without surrendering ranking to a dominant advertising platform.
Estimation basis
Scenario estimate. Direct savings come from product comparison and durability; local-retention impact is a distributional benefit, not household cash savings.
Primary KPIs
Alternative-view rate; purchase regret; returns; dollars redirected locally; merchant acquisition cost.
Ads Messaging Rewrite & Cognitive Influence Lens
Target: People who opt to receive product information without persuasive execution, parents, vulnerable consumers, educators, regulators and evidence-oriented brands
Problem and trigger
Advertising often mixes verifiable product information with emotional framing, urgency, social proof, status cues, personalization and audiovisual techniques designed to bypass deliberate comparison.
Trigger. The user encounters an advertisement on television, a billboard, a website, a store display, a social feed or an audio stream and has enabled neutralization for that context.
Experience
With sufficiently immersive glasses and earbuds, Commonsent suppresses the original visual and audio execution while preserving a user-controlled path to the source. It replaces the ad with a neutral statement of product, price, material claims, evidence quality, omitted costs and alternatives. A second optional layer identifies likely influence techniques and explains their documented effects without claiming certainty about the advertiser’s intent.
Functional flow
- Detect and classify paid commercial messaging
- Separate factual claims from persuasive creative
- Mute or mask the original under user policy
- Render a neutral factual summary and uncertainty
- Offer product comparison, source view or dismissal
NEUTRAL PRODUCT BRIEF
- Monthly price: $39 after introductory period
- Main verified feature: 24-hour battery
- Independent quality evidence: limited
- Cancellation requires web account access
The factual layer replaces the execution only when the user has explicitly enabled it. The original remains accessible to preserve agency and auditability.
User benefit estimate
$100-$800 per household per year in avoided impulse or poor-fit spend among active users; 5-15 minutes per week saved extracting terms and comparing claims.
Institutional benefit
Evidence-oriented advertisers can receive higher-intent traffic, while consumer programs may reduce complaint, refund and dark-pattern exposure.
Estimation basis
Scenario estimate using a 0.5%-2.0% reduction in ad-driven discretionary spend plus comparison time. The effect must be evaluated through randomized opt-in pilots.
Primary KPIs
Neutral-summary accuracy; user reversals; unwanted blocking; avoided spend; complaint rate; source-view rate.
Commonsent Native Commerce & Local Recirculation Checkout
Target: Households, local merchants, cooperatives, service providers, community institutions, procurement groups and credit unions
Problem and trigger
Conventional commerce platforms control discovery, ranking, checkout, data and merchant access. Even when a user prefers local or cooperative suppliers, completing the transaction usually requires returning to the incumbent platform.
Trigger. The user asks Commonsent to find or buy a product or service, selects an AR recommendation, or enters a participating store or marketplace.
Experience
Search, comparison, cart, payment, receipts, returns and recurring orders occur inside a consistent Commonsent interface. The personal agent optimizes the basket against need, budget, quality, privacy, locality, delivery, repairability and community priorities. The checkout shows how much value remains local and offers an optional self-imposed contribution to a selected community asset.
Functional flow
- Translate a need into an auditable purchase specification
- Query participating and external suppliers neutrally
- Optimize total basket under personal constraints
- Execute payment and route the order
- Track fulfillment, return rights and local-value recirculation
The cart is an expression of the user’s rules, not a marketplace’s margin objective. Local recirculation is shown as a transparent component rather than a moralized score.
User benefit estimate
$150-$700 per active household per year from better basket optimization, lower fees, fewer poor-fit purchases and group pricing; 5%-20% of eligible spend may shift toward higher-local-retention suppliers.
Institutional benefit
Participating merchants may reduce combined discovery, marketplace and payment overhead by 10%-30% relative to high-fee channels while gaining demand matched by explicit user requirements.
Estimation basis
Scenario estimate based on eligible spend, 1%-3% total-cost improvement and merchant-channel substitution. Local recirculation is an economic-distribution outcome, not direct household savings.
Primary KPIs
Net savings after fees; local share; merchant cost to serve; repeat purchase; returns; contribution flow; ranking neutrality.
Civic Issue Reporter & Resolution Tracker
Target: Residents, public works departments, property managers, business districts
Problem and trigger
Reporting is fragmented, duplicate-heavy and opaque; residents rarely know whether an issue was routed, scheduled or resolved.
Trigger. The user sees a pothole, broken light, inaccessible curb, illegal dumping, damaged tree, leak, or other public-space problem.
Experience
The object is outlined, category and location are prefilled, duplicate reports appear, and the issue receives a visible lifecycle: reported, validated, assigned, scheduled, completed, verified.
Functional flow
- Detect and classify asset
- Confirm severity and accessibility impact
- De-duplicate against open tickets
- Route to the responsible organization
- Track and community-verify completion
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
5-15 minutes saved per report for residents; $5-$25 lower triage cost per valid ticket; $25,000-$150,000 annual administrative value for a mid-size municipality, depending on volume.
Institutional benefit
Faster triage, fewer duplicates, better asset condition data and visible service-level accountability.
Estimation basis
Scenario model using report volume, staff handling time, duplicate rates and avoided repeat contacts. Benefits exclude the value of earlier hazard remediation.
Primary KPIs
Cost per validated report; duplicate rate; time to assignment; resolution time; resident verification rate.
Accessible Navigation & Service Wayfinding
Target: People with visual, hearing, mobility or cognitive disabilities; older adults; visitors; hospitals and public agencies
Problem and trigger
Conventional maps optimize distance, not step-free access, sensory load, working elevators, safe crossings, readable signage or service eligibility.
Trigger. A user requests a route through a building, street, transit hub or public-service process.
Experience
The route appears as restrained arrows plus spatial audio or haptics. Obstacles, elevator outages, quiet zones, counters and required documents are announced at the right moment.
Functional flow
- Load accessibility preferences locally
- Calculate a constraint-aware route
- Verify live infrastructure status
- Guide through multimodal cues
- Let users report barriers without revealing disability data
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
10-25 minutes saved on a complex trip; $300-$1,500 annual equivalent value per frequent user through reduced assistance, missed appointments and navigation friction.
Institutional benefit
Lower missed-appointment and wayfinding burden; stronger ADA/accessibility performance; better barrier data.
Estimation basis
Scenario estimate. Benefits vary widely and should be measured by trip completion, assistance requests and appointment adherence rather than cash alone.
Primary KPIs
Independent trip completion; wrong turns; assistance requests; missed appointments; barrier resolution.
Guided Work, Repair & Remote Expert
Target: Technicians, facilities teams, utilities, manufacturers, tradespeople, homeowners and vocational learners
Problem and trigger
Instructions are separated from the object, expertise is scarce, and organizations repeatedly pay for travel, diagnosis and rework.
Trigger. The user begins an inspection, repair, assembly or maintenance task.
Experience
The correct component is outlined; a single next step, torque/specification, safety boundary and remote-expert annotation appear in the worker’s field of view.
Functional flow
- Recognize asset and work order
- Confirm identity and safety state
- Render one step at a time
- Validate completion with sensor or visual evidence
- Escalate exceptions to a remote expert
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
10%-30% faster task completion and 15%-40% fewer procedural errors; approximately $3,000-$15,000 annual value per active technician in suitable workflows.
Institutional benefit
Reduced travel, faster onboarding, greater first-time-fix rate and capture of expert knowledge.
Estimation basis
Range is anchored to maintenance literature and enterprise AR pilots, then translated into labor and rework value. Actual value depends on task repeatability and failure cost.
Primary KPIs
First-time-fix rate; mean time to repair; expert escalations; rework; safety exceptions; onboarding time.
Proposal-in-Place
Target: Residents, planners, developers, elected officials, accessibility advocates and neighborhood organizations
Problem and trigger
Plans are communicated through technical drawings and hearings disconnected from the place and daily experience affected.
Trigger. The user enters a location affected by a proposed building, street redesign, transit change, park or zoning decision.
Experience
The proposed change appears at true scale. The user toggles alternatives, time of day, shadow, traffic, accessibility, cost and distributional impact, then records a location-specific response.
Functional flow
- Anchor verified 3D proposal
- Show baseline and alternatives
- Overlay personal and community impacts
- Collect structured concerns and conditions
- Publish response aggregation with minority reports
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
20%-40% lower consultation production and synthesis effort; feedback cycles 10%-30% faster; potentially large avoided redesign or change-order costs when conflicts are discovered earlier.
Institutional benefit
More comprehensible participation, richer spatial feedback and an auditable record connecting comments to design revisions.
Estimation basis
Operational savings are scenario estimates. Research supports improved comprehension and participation, while project-level avoided costs require local measurement.
Primary KPIs
Participation diversity; comprehension; actionable comments; revision cycle time; late-stage design changes.
Collective Procurement & Reverse Bidding
Target: Households, tenant associations, small businesses, municipalities and community institutions
Problem and trigger
Individuals negotiate alone while vendors and platforms aggregate information and market power.
Trigger. The system detects repeated intent for a costly category such as solar, heat pumps, broadband, insurance, food or home services.
Experience
A demand pool floats beside the category: number of committed buyers, target specification, estimated discount, local-value conditions and withdrawal deadline.
Functional flow
- Capture private purchase intent
- Aggregate only when thresholds are met
- Co-design specification and eligibility
- Run transparent reverse auction
- Execute and audit group contract
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
5%-15% lower price on suitable categories; approximately $200-$1,500 per participating household per procurement event.
Institutional benefit
Lower acquisition cost for vendors, better terms for buyers and a pathway from pooled demand to community ownership.
Estimation basis
Scenario estimate based on volume discounts and lower seller acquisition cost. Savings must be validated category by category.
Primary KPIs
Committed demand; qualified bids; discount to market; contract performance; local value retained.
Claim Lens & Provenance Trail
Target: Citizens, students, journalists, researchers, public officials and organizations
Problem and trigger
Verification is slower than exposure, while provenance, funding and coordinated amplification are rarely visible at the moment of interpretation.
Trigger. The user encounters a factual claim in speech, video, print, a public meeting or a social feed.
Experience
A restrained marker classifies the statement as supported, contested, outdated, prediction, opinion or untraceable. Expanding it reveals source lineage, counterevidence and confidence.
Functional flow
- Extract claim
- Resolve entities and time frame
- Retrieve evidence and provenance
- Generate calibrated status with uncertainty
- Allow challenge, correction and citation
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
15-30 minutes of verification time saved per active user per week; potentially $200-$1,000 annual professional value for analysts and journalists. Social benefits exceed direct cash value.
Institutional benefit
Lower research duplication, better meeting quality and auditable evidence trails.
Estimation basis
Scenario estimate based on research time. No reliable general monetary estimate exists for avoided misinformation harm.
Primary KPIs
Correction rate; evidence coverage; calibration; successful appeals; time to verified context.
Political Messaging Rewrite, Live Fact Context & Representation Alignment
Target: Voters, civic educators, journalists, researchers, advocacy organizations and public-interest institutions
Problem and trigger
Political communication combines factual claims, value judgments, selective framing, emotional appeals and identity cues. Citizens must also connect a recognized public representative with an often fragmented record of votes, sponsorships, official actions and stated positions.
Trigger. The user watches television, listens to a live speech or podcast, attends an event, reads an article, or looks at a recognized public representative.
Experience
Commonsent identifies the speaker with confidence, transcribes check-worthy claims, retrieves time-stamped evidence and labels the result as supported, contested, incomplete, prediction, opinion or unresolved. An optional rhetoric layer shows likely techniques such as fear appeal, in-group framing or false urgency. A separate alignment panel compares the representative’s verified public record with issue dimensions and weights explicitly chosen by the user, then allows equal-format comparison with all relevant alternatives.
Functional flow
- Recognize speaker, office and jurisdiction
- Separate claims, values, promises and rhetoric
- Retrieve official records and diverse primary evidence
- Compute issue-level alignment from user-controlled weights
- Show uncertainty, alternatives, sources and appeal paths
Alignment is issue-by-issue and evidence-linked. Commonsent does not select the “best” candidate or hide uncertainty behind one overall score.
User benefit estimate
5-15 hours of research saved per election or legislative cycle for an engaged user, with faster access to official records and contradictory evidence. The primary value is informational quality rather than direct cash savings.
Institutional benefit
Lower research duplication for newsrooms, schools and civic groups; reusable, auditable public-record mappings across debates, hearings and elections.
Estimation basis
Scenario estimate based on claim review, vote retrieval and issue-coding time. Accuracy and neutrality must be measured separately for parties, offices, jurisdictions, languages and issue domains.
Primary KPIs
Source coverage; calibration; cross-party error parity; successful appeals; record freshness; issue-code agreement; user comprehension.
Vision Picking & Inventory Exception Handling
Target: Warehouses, hospitals, retailers, libraries, food banks and municipal stores
Problem and trigger
Workers alternate between physical shelves and handheld screens; errors propagate into returns, shortages and service delays.
Trigger. A worker accepts a pick, put-away, count or replenishment task.
Experience
A low-clutter route points to the correct bay, highlights the item and quantity, verifies the scan and flags substitutions or stock mismatches.
Functional flow
- Import task from WMS
- Optimize path
- Guide hands-free
- Confirm item and quantity
- Record exception with image or voice
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
10%-25% throughput improvement and 20%-40% fewer pick errors; approximately $4,000-$12,000 annual value per high-volume worker.
Institutional benefit
Higher throughput, faster onboarding and better real-time inventory accuracy.
Estimation basis
Range includes DHL’s reported 25% pilot efficiency improvement and broader literature; worker-value translation assumes loaded labor plus error cost.
Primary KPIs
Lines picked per hour; error rate; training time; exception time; worker fatigue.
Building Health, Energy & Asset Lens
Target: Homeowners, tenants, facilities teams, schools, hospitals, municipalities and utilities
Problem and trigger
Energy loss, maintenance history and equipment condition are invisible until bills rise or failures occur.
Trigger. The user looks at a room, appliance, HVAC component, meter, wall or public building asset.
Experience
Thermal or model-based hotspots, asset identity, service history, estimated waste, recommended action and available group procurement appear on the relevant object.
Functional flow
- Identify space and asset
- Fuse BIM, sensors, bills and visual evidence
- Diagnose likely issue
- Estimate savings and confidence
- Create work order or join retrofit pool
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
3%-10% reduction in addressable energy and maintenance cost from AR-enabled action; roughly $100-$500 per household annually or $0.10-$0.75 per square foot for managed facilities.
Institutional benefit
Earlier fault detection, fewer truck rolls, more effective retrofit targeting and auditable maintenance history.
Estimation basis
Digital-twin research reports larger total energy potential; this estimate conservatively attributes only a portion to the AR decision layer.
Primary KPIs
Energy intensity; maintenance response; avoided failure; verified retrofit savings; resident comfort.
Situated Learning & AR Apprenticeship
Target: Schools, community colleges, workforce programs, museums, employers and community volunteers
Problem and trigger
Abstract instruction is separated from the object, process or institution being learned, while instructors cannot provide constant individual feedback.
Trigger. A learner begins a practical task or visits a place with relevant scientific, historical or civic content.
Experience
The learner sees a single next step, annotated parts, a safety boundary, a short explanation and a mastery check anchored to the real object or place.
Functional flow
- Select learning objective
- Assess prior knowledge
- Deliver contextual step
- Observe performance evidence
- Adapt and verify mastery
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
10%-25% lower instructor support time in repeatable practical modules; $150-$600 value per learner per course through faster mastery and reduced consumable/rework cost.
Institutional benefit
Scalable apprenticeship, more consistent instruction and preservation of local expert knowledge.
Estimation basis
Scenario translation from evidence that AR can improve performance time, confidence and some skill outcomes; learning gains vary by subject and design quality.
Primary KPIs
Time to competency; error rate; retention; instructor interventions; accessibility outcomes.
Environmental Condition & Externality Lens
Target: Residents, schools, environmental groups, planners, utilities and public-health agencies
Problem and trigger
Air, heat, noise, flood exposure, emissions and resource externalities are spatial but usually presented as distant charts.
Trigger. The user looks at a street, water body, facility, product or proposed project.
Experience
Measured, modeled and community-observed conditions appear as separate layers with time, uncertainty and recommended action. The user can contribute a calibrated observation.
Functional flow
- Resolve place and time
- Retrieve sensor and model layers
- Distinguish measurement from inference
- Show personal and community relevance
- Submit observation or collective action
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
$100-$500 annual household value where the system changes energy, travel or exposure decisions; 5%-15% lower field-inspection and public-communication effort for agencies.
Institutional benefit
Better targeting of interventions, stronger public understanding and denser environmental data.
Estimation basis
Scenario estimate. Health and resilience benefits may dominate financial savings but require longitudinal local evaluation.
Primary KPIs
Exposure avoided; verified observations; inspection cost; intervention targeting; environmental outcome.
Clinical Workflow & Patient Navigation Assistant
Target: Clinicians, technicians, patients, caregivers, hospitals and public-health teams
Problem and trigger
Clinical information is fragmented across screens, while wayfinding and discharge instructions impose cognitive load during stressful moments.
Trigger. A clinician begins a validated workflow or a patient navigates a facility, treatment plan or home-care instruction.
Experience
For staff, only the next validated step, patient-safe identifiers and exception warnings appear. For patients, navigation and instructions use plain language, captions, audio and caregiver sharing.
Functional flow
- Authenticate role and context
- Retrieve minimum necessary information
- Present validated workflow or route
- Record completion and exceptions
- Escalate to a human clinician
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
5%-15% workflow or documentation time reduction in validated tasks; approximately $2,000-$8,000 annual value per frequent clinical user, excluding clinical-outcome value.
Institutional benefit
Lower wayfinding burden, more consistent procedures and potentially fewer missed steps.
Estimation basis
Scenario estimate informed by medical AR reviews showing potential for performance time, confidence and skill outcomes. Clinical deployment requires task-specific trials.
Primary KPIs
Task time; protocol adherence; navigation assistance; patient comprehension; adverse-event monitoring.
Emergency Situational Overlay & Mutual-Aid Routing
Target: Fire, EMS, emergency managers, trained volunteers, facility teams and residents
Problem and trigger
Responders and residents must interpret changing hazards, routes, building information and resource requests under severe time pressure.
Trigger. A verified incident is declared or the user enters an affected zone.
Experience
Hazards, safe routes, team positions, building assets, last update time and confidence appear with strict visual priority. Residents see only verified actions relevant to them.
Functional flow
- Verify incident authority
- Fuse maps, BIM, sensors and reports
- Prioritize role-specific overlays
- Route people and resources
- Record decisions for after-action review
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
5%-15% faster orientation and selected task completion; annual organizational value can range from $50,000 to $500,000 where avoided delay, training and coordination costs are material.
Institutional benefit
Improved situational awareness, resource coordination and post-incident learning.
Estimation basis
Scenario estimate informed by NIST and emergency-care research. The value distribution is highly incident-dependent and should not be reduced to one ROI number.
Primary KPIs
Time to orientation; route errors; task completion; information freshness; near misses; after-action findings.
Community Resource Match & Small-Group Formation
Target: Residents, nonprofits, mutual-aid networks, schools, faith communities and local governments
Problem and trigger
Communities possess unused skills, equipment, space and time, but discovery and trust costs prevent coordination.
Trigger. A verified need or available resource is declared in a specific place and time window.
Experience
The user sees only mutually relevant, permissioned opportunities: a nearby tool, ride, task, class, volunteer need or working group with purpose and boundaries.
Functional flow
- Declare need or resource privately
- Match by place, time, skill and trust policy
- Reveal minimal identity
- Coordinate task and terms
- Verify completion and release temporary data
The overlay is deliberately sparse. A glance reveals one decision-relevant fact; deeper evidence opens only on request.
User benefit estimate
$50-$300 annual equivalent value per active participant through shared resources, avoided purchases and time exchange; 10%-30% higher utilization of listed community assets.
Institutional benefit
Lower program coordination cost and stronger local resilience.
Estimation basis
Scenario estimate using replacement cost of shared goods and volunteer coordination time. Network density is the main determinant.
Primary KPIs
Successful matches; time to match; repeat participation; resource utilization; safety incidents.
A four-phase path from utility to civic operating layer.
Mobile camera, browser extension and companion-screen MVP. Launch Retail Shopping Prioritization, Contract Guardian and Local Value Lens in a bounded product category and geography; pilot Civic Issue Reporter with one institution. Build consent, personal priorities, product graph, evidence cards and outcome logging.
Add screen-based and audio Ads Messaging Rewrite, accessibility navigation, guided repair and Proposal-in-Place. Launch a Commonsent Native Commerce alpha with a limited merchant network, standardized returns and transparent local-value accounting.
Scale native commerce, collective procurement, enterprise workflows, building operations and the general Claim Lens. Begin independently governed Political Messaging Rewrite pilots using official records, equal-format candidate coverage and published evaluation.
Deploy regulated healthcare and emergency modules, community resource markets and federated governance. Expand from mobile and browser overlays to Android XR, WebXR and OpenXR adapters with formal assurance, red-team testing and independent oversight.
Phase 1 product package
| Component | Minimum functional release | Pull metric | Go/no-go threshold |
|---|---|---|---|
| Retail Shopping Prioritization | Recognize product; show need, quality, price fairness, budget effect, local ownership and three alternatives for two categories. | Verified dollars avoided and repeat use | Median verified value ≥ $8/month among retained users; return/regret reduction; recommendation explanation understood. |
| Contract Guardian | Scan PDF/screen; detect price, renewal, cancellation, penalties and create an action checklist. | Verified dollars saved per monthly active user | Median verified value ≥ $10/month among retained users; harmful recommendation rate near zero. |
| Local Value Lens | Merchant ownership and local alternative layer for one region and three high-frequency categories. | Alternative engagement and redirected spend | ≥15% of lens sessions produce a save, comparison or purchase action without score-related trust failure. |
| Civic Issue Reporter | Recognize 8-12 issue classes; location; duplicate detection; routing and lifecycle tracker. | Validated reports and resolution visibility | ≥60% of submitted reports accepted without staff re-entry; reduced duplicate and follow-up contacts. |
| Shared platform | Identity, consent, local processing, personal priorities, evidence cards, product graph, audit log, user correction and analytics. | Trust and retention | Clear permission comprehension; low unwanted-interruption rate; measurable 30-day retention; no paid-ranking leakage. |
Measure value without turning people into the product.
Commonsent should monetize institutions and transactions that receive measurable operating value, not private attention or behavioral profiles. Municipalities can pay for issue-triage and planning workflows. Employers can pay for guided work and training. Hospitals and campuses can pay for navigation. Native commerce may charge a low, disclosed transaction fee only when the user and merchant retain net value, while recommendations remain structurally insulated from sponsorship. Core rights-protection, message-neutralization and political-context functions should not depend on advertising surveillance.
Per-site or per-workflow pricing tied to operating metrics such as time-to-resolution, first-time-fix or wayfinding support.
Low, disclosed fee on group procurement where Commonsent can demonstrate net savings after the fee.
Grants, accessibility funds, climate programs and municipal innovation budgets support modules with high social but diffuse private value.
Every overlay is a hypothesis that must be audited.
| Dimension | Core measure | Failure signal | Required response |
|---|---|---|---|
| Utility | Time, cost or error avoided against a credible baseline | High engagement without verified outcome | Reduce novelty metrics; redesign around action completion. |
| Attention safety | Interventions per hour, dismissals and user-rated relevance | Frequent interruption or habituation | Raise thresholds and move content to passive companion view. |
| Reliability | Calibration, false positives, reversals and successful appeals | Confident wrong overlays | Disable the affected inference path and retrain/revalidate. |
| Equity | Performance and benefit by disability, language, device and neighborhood | Unequal error or access | Provide alternative modality and suspend inequitable deployment. |
| Privacy | Raw-data retention, disclosures, permissions and unauthorized access | Unnecessary capture or secondary use | Delete, disclose, remediate and narrow the data contract. |
| Anti-capture | Ranking influence, sponsor concentration, delegate and vendor concentration | Pay-to-rank or hidden institutional control | Public audit, governance review and structural separation. |
| Recommendation neutrality | Outcome quality by merchant, ownership type and sponsorship status | Paid entities receive unexplained rank advantage | Suspend ranking, publish audit and structurally separate revenue from recommendation. |
| Political neutrality | Error, coverage, freshness and appeal outcomes across parties, candidates and issues | Systematic disparity or hidden issue weights | Freeze affected deployment, commission independent review and publish corrections. |
| Savings integrity | Verified net savings after fees with overlap de-duplicated | Modeled savings presented as realized value | Relabel estimates, reconcile transactions and revise benefit assumptions. |
References
- Android Developers. Build for Android XR; device classes and development paths, updated 2026. Source
- Android Developers. Audio and display glasses use projected activities from a phone application. Source
- Khronos Group. OpenXR is a royalty-free, cross-platform standard for AR and VR runtimes. Source
- W3C. WebXR Device API and Immersive Web standards. Source
- W3C. XR Accessibility User Requirements emphasize multimodal support, customization and assistive-technology interoperability. Source
- NIST. AR Usability Evaluation Framework for human-centered evaluation, including public-safety contexts. Source
- DHL. Vision-picking pilot reported a 25 percent efficiency increase. Source
- Malta et al., 2023. Review of AR in maintenance reports lower task time and fewer errors across suitable applications. Source
- Tene et al., 2024. Umbrella review of VR and AR in medical education. Source
- Baashar et al., 2022. Meta-analysis found AR can improve performance time, satisfaction and confidence in medical training, with mixed results for knowledge and skill. Source
- Guo et al., 2024. Study of AR shopping experience and purchase intention. Source
- Saßmannshausen et al., 2021. Research found AR can motivate participation in urban planning and help engage low-tech users. Source
- Boos et al., 2023. Study of AR for public participation in urban planning. Source
- Reaver et al., 2023. AR planning workshops increased participant understanding and supported on-site design proposals. Source
- NIST, 2025. AR visualization research for indoor emergency response and spatial-temporal cognition. Source
- JMIR XR, 2025. Systematic review of AR applications in prehospital emergency care. Source
- Ba et al., 2025. Review of digital twins in energy efficiency; larger system-level savings should not be attributed to AR alone. Source
- NIST. Cybersecurity and privacy considerations for immersive technologies and digital twins. Source
- Federal Trade Commission, 2022. Bringing Dark Patterns to Light documents disguised ads, buried terms, false scarcity and other designs that can manipulate consumer decisions. Source
- Mayer and Tormala, 2010. Randomized studies of “think” versus “feel” framing show that persuasive effects vary with cognitive and affective orientation. Source
- Guo, Schlichtkrull and Vlachos, 2022. A survey frames automated fact-checking as claim detection, evidence retrieval and verification, and emphasizes unresolved reliability challenges. Source
- Venktesh and Setty, 2024. LiveFC demonstrates a research system for live fact-checking of audio streams with detected claims, evidence and speaker attribution. Source
- Library of Congress, 2025. Congress.gov introduced beta House roll-call endpoints including member-level votes for legislation from the 118th Congress onward. Source
- Saccani et al., 2017. A consumer-oriented total-cost-of-ownership model shows how durable-goods decisions extend beyond purchase price. Source
The use-case savings in this white paper are Commonsent planning estimates derived from benchmark ranges, workflow economics and explicit assumptions. They should be replaced with local causal measurements from controlled pilots, stepped-wedge rollouts or matched comparison groups.