Fictional 2031 listing · Main chart #10
CommonHold
Turn a hollowed-out service over to the workers and people who use it, then rebuild lasting human help.
Imagined provider: Local Service Foundry
- Forecast target
- 31 Jul 2031
- Evidence cut-off
- 2 Aug 2026
- Edition
- 2031-2026-08-02
- Status
- Working forecast
This is a fictional 2031 forecast. The app, company and exact rank do not exist. The links show what is changing today; they do not prove this future app will exist.
What is this forecast app?
A worker-and-user owned human service repair cooperative
It guides a funded transfer of a failing automation-dependent service into worker-and-user ownership, with qualified leadership, protected rights, portable records and permanent staffing responsibility.
- Form a local repair cooperative with protected worker and service-user votes, a liable operating lead, and explicit external public and professional authorities.
- Acquire or receive a bounded service contract, the necessary records, transition funding, and the right to pause the failed automated front door.
- Retain and recruit qualified staff, reopen phone, in-person, group, and continuity routes, and give every serious case a named human owner.
- Measure practical outcomes and permanently govern the mix of machine support and human capacity through worker-and-user votes.
The result: A locally accountable organisation permanently restores qualified contact and workable caseloads, with transparent outcomes and no loss of external public or professional rights.
Why it is on the list
The people carrying service harm become its permanent repair owners
In an enclosed 2031 economy, automation owners could keep the gains while workers, local services and users carry the damage. CommonHold is on the list because it changes ownership and responsibility, not just the interface: people closest to the service become its permanent repair owners.
Why 2031—not 2026?
Worker cooperatives and nonprofit takeovers exist today, but regulated data-dependent services are rarely transferred after predefined automation-harm triggers with portable records, transition finance and protected external appeal. Those combined conditions make this a 2031 marketplace unit rather than a generic cooperative toolkit.
Why people would return: The cooperative operates the service continuously, adjusts staffing and machine use each cycle, and repairs recurring failures rather than completing a one-off intervention.
What would have to change in the world?
By 2031 in an enclosed cognitive economy, automation owners may retain gains while exposed labour markets and fiscally constrained services lose staff, continuity, and public trust.
- Automation concentrates returns and makes human-facing services cheaper to cut than to maintain.
- Workers lose bargaining power while difficult cases, care, groups, and appeals still require qualified human labour.
- A worker-and-user cooperative receives assets and protected transition funding, then makes human capacity a governance duty rather than a discretionary cost.
- Long-term local ownership links staffing, access, and subgroup outcomes to the people who experience them.
Worlds tested: W03 · Basis: scenario-assumption. The sources support present conditions and directional pressures. This 2031 world, product, name and rank are reasoned forecast artefacts.
By 2031 in an enclosed cognitive economy, automation owners may retain gains while exposed labour markets and fiscally constrained services lose staff, continuity, and public trust.
- Automation concentrates returns and makes human-facing services cheaper to cut than to maintain.
- Workers lose bargaining power while difficult cases, care, groups, and appeals still require qualified human labour.
- A worker-and-user cooperative receives assets and protected transition funding, then makes human capacity a governance duty rather than a discretionary cost.
- Long-term local ownership links staffing, access, and subgroup outcomes to the people who experience them.
Worlds tested: W03 · Basis: measured-trend. The sources support present conditions and directional pressures. This 2031 world, product, name and rank are reasoned forecast artefacts.
What makes it more than better AI?
The causal change is ownership, workforce power, local responsibility, capital allocation, and legitimate governance; model capability is secondary.
Conditions that must exist:
- Automation ownership has materially concentrated returns while reducing qualified human service capacity.
- Law and commissioning provide a funded path to transfer service contracts, records, workforce, and bounded operating control to a qualified cooperative.
When this forecast fails: If no lawful funded conversion is possible, or the cooperative cannot sustain qualified staff and independent rights, it becomes an advisory council attached to the old provider rather than a distinct service.
How it could be built
The service, technology and institutions it would require
Combine a cooperative legal shell, worker and user governance, asset and record transfer, protected transition capital, qualified management, workforce plans, offline access, outcome reporting, and external appeal.
Dual-member service cooperative
Gives workers and service users protected votes over staffing floors, machine use, access routes, leadership, surplus, and recovery.
Human capacity charter
Makes qualified staffing, safe caseloads, continuity, groups, offline contact, outcome measures, and pause rules binding duties of the provider.
Essential dependencies
institutional · essential
Funded cooperative conversion right
Transfers a failing service's bounded contract, records, tools, and transition money to qualified worker-and-user ownership before capacity disappears.
What must happen: Commissioners can predefine failure triggers, fair asset transfer, data portability, workforce protection, and public-interest transition finance.
If it is missing: The group can advise or subcontract but cannot become the responsible permanent service provider.
The hardest part: Giving workers and users genuine durable ownership without transferring an underfunded obligation, suppressing professional independence, or allowing organised majorities to exclude exposed minorities.
A simpler alternative: Award the service to an established nonprofit with a binding worker-and-user board.
Risks and limits
What could go wrong?
Warnings
- Non-member, minority-language, migrant, remote, disabled, or unpopular users whose needs may be underrepresented in votes.
- Workers inheriting a failing service, hidden liabilities, insecure funding, or excessive emotional and governance labour.
Ways it could fail
- A cooperative can be undercapitalised, captured by an organised faction, or burdened with failure the former owner created.
- Member governance may slow urgent decisions or conflict with professional independence.
How it could be abused
- An incumbent could dump liabilities and poor data on the cooperative while retaining profitable assets.
- Majority members could restrict difficult cases, hide failures, or favour jobs and surplus over service users.
Safeguards
- Require independent due diligence, transition endowment, liability warranties, protected minority seats, external audit, and non-discrimination floors.
- Reserve professional and urgent decisions to qualified duty roles with recorded reasons.
- Measure rejected, abandoned, crisis, exit, dependence, and subgroup outcomes, not member satisfaction alone.
When it must stop: Pause the cooperative's automated front door and stop new non-urgent intake when qualified staffing, funding, records, or independent appeal falls below the charter floor.
Why this position
Why CommonHold is ranked #10
It reaches the Top 10 because it is structurally different from a current app and offers a durable answer to concentrated automation gains. It ranks tenth because legal conversion rights, capital, record transfer and qualified staffing must all align, and majority governance can create new harms if external rights are weak.
Why it outranks the next forecast: CommonHold edges out the strongest excluded concept, the qualified human reserve, because it permanently changes ownership, funding and responsibility. A reserve can restore staff faster, but resembles existing temporary staffing unless automation-linked triggers and long-term local control are unusually strong.
It becomes more plausible if…
It could rise if automation-led service failures become common and laws create funded conversion rights with fair asset transfer, worker protection and independent appeal.
It falls if…
It would fall if conversions inherit impossible debts, cannot recruit qualified staff or allow organised majorities to weaken access for less powerful groups.
Strongest counter-case: A cooperative may inherit structural underfunding while the state or incumbent walks away; direct public ownership with strong worker power and user oversight could provide deeper capital and universal duties.
Rank range across tested weights: 7–10. The exact rank is an authored judgement, not a measured probability.
Evidence behind the forecast
Current sources and their limits
Observed and published evidence grounds the world pressures and present constraints. The category, product, developer, reviews, rating and exact rank are fictional forecasts and may be wrong.
measured-trend · AC-06
METR Task-Completion Time Horizons
unknown · Published 8 May 2026 · Accessed 1 Aug 2026
Important limit: The metric is human task-equivalent difficulty, not elapsed autonomous runtime; suite coverage is limited
Open this record in the complete source register →measured-trend · EWF-20
FTC, AI Partnerships & Investments Study
FTC · Published 17 Jan 2025 · Accessed 1 Aug 2026
Important limit: Examines a small set of partnerships through 2025-01; identifies risks, not adjudicated violations.
Open this record in the complete source register →policy-intent · AC-25
America's AI Action Plan
unknown · Published 23 Jul 2025 · Accessed 1 Aug 2026
Important limit: Political plan, not evidence of implementation or outcomes
Open this record in the complete source register →policy-intent · AC-27
State Council “AI Plus” opinion
unknown · Published 26 Aug 2025 · Accessed 1 Aug 2026
Important limit: The percentage is a government target whose definition and measurement are not yet independently established
Open this record in the complete source register →policy-intent · PC-S05
China releases plan to advance Digital China development
State Council of the People's Republic of China · Published 17 May 2025 · Accessed 2 Aug 2026
Important limit: A target is not verified delivered or generally available capacity. EFLOPS measures are not automatically comparable across all hardware and workloads. The plan does not show that an individual can buy or move capacity freely.
Open this record in the complete source register →policy-intent · AC-30
Navigating the AI Act
unknown · Published 27 Jul 2026 · Accessed 1 Aug 2026
Important limit: Implementation and enforcement outcomes remain unobserved at cutoff
Open this record in the complete source register →policy-intent · src-eu-gpai-act-qa
General-Purpose AI Models in the AI Act - Questions & Answers
European Commission · Published Date not stated by source · Accessed 2 Aug 2026
Important limit: The official page did not expose a clear publication date; it was accessed on 2026-08-02. Legal systemic-risk thresholds and duties do not predict capability or enforcement capacity.
Open this record in the complete source register →measured-trend · AC-33
Digital India and IndiaAI shared compute
unknown · Published 27 Jun 2026 · Accessed 1 Aug 2026
Important limit: Government-reported counts do not equal frontier-equivalent or fully utilised compute
Open this record in the complete source register →measured-trend · HBD-11
Health-system digital interventions
Government of India Press Information Bureau · Published Date not stated by source · Accessed 1 Aug 2026
Important limit: Government administrative counts do not by themselves establish unique active users, clinical quality, outcome gains or inclusion.
Open this record in the complete source register →measured-trend · RSM-02
Global Robot Density in Factories Doubled in Seven Years
IFR · Published Date not stated by source · Accessed 1 Aug 2026
Important limit: Density is a stock-to-employment ratio, not a measure of autonomous task coverage or productivity
Open this record in the complete source register →modelled-projection · SC-R11
Household Projections for Korea: 2022-2052
Statistics Korea · Published 12 Sept 2024 · Accessed 2 Aug 2026
Important limit: Projection assumptions may change; one-person household counts do not measure isolation or loneliness.
Open this record in the complete source register →measured-trend · AC-39
Stargate UAE in planned 5 GW campus
unknown · Published 27 Apr 2026 · Accessed 1 Aug 2026
Important limit: Promotional sources; announced partners and capacity are not assured delivery
Open this record in the complete source register →measured-trend · SC-R15
Saudi Family Statistics 2024
General Authority for Statistics, Saudi Arabia · Published Date not stated by source · Accessed 2 Aug 2026
Important limit: Household size and type do not reveal loneliness, autonomy, relationship quality or within-household exclusion.
Open this record in the complete source register →measured-trend · AC-38
ECLAC Latin American Artificial Intelligence Index 2025
unknown · Published Date not stated by source · Accessed 1 Aug 2026
Important limit: Composite indicators and country reporting have limitations
Open this record in the complete source register →Imagined 2031 reactions—entirely fictional
★★★★★
We rebuilt the actual team
CommonHold helped workers and families take over our care-routing contract. Six months later we have named coordinators again and publish missed-handoff numbers.
Fictional reviewer: WardCoopMember★★★☆☆
Ownership did not solve the budget
The governance is more open, but the old provider left a huge staffing gap. The cooperative still needs much stronger public funding.
Fictional reviewer: MinoritySeatInspect the exact record
The readable page above is projected from the validated edition record. The JSON remains available for independent checking.
Open machine-readable listing data
AppStore2031