Gemini decides within bounds
Structure, draft and prioritise
Need classification, scope drafting, quote bands, accessibility test plans, remediation priorities, app prototypes and aggregate impact framing.
AI-native operations
Gemini agents operate the workflow. People control the outcome.
This is the public operating map for Ability Bazaar: what AI decides, what deterministic software controls, what is logged, and where an Accessibility Expert with a Disability provides the judgment that automation cannot.
One order, six coordinated stages
Need discovery
Gemini classifies a customer request and structures the facts needed for the next step.
Scope
Gemini drafts deliverables, questions and a bounded quote band for human review.
Payment
Deterministic code creates the order and verifies the PayPal capture. An LLM never confirms payment.
Test and build
ABLE and axe-core gather evidence; Gemini drafts test plans, priorities and accessible prototypes.
Human validation
An expert or creator with lived experience corrects, approves or rejects the draft before release.
Delivery and evidence
The report or app is delivered and the action, model, outcome, timestamp and work reference are retained.
Live production proof
Gemini Impact Agent Public marketplace launched: Updated as of:
Every order can turn demand into opportunity.
Customers are buying accessibility services while sponsors fund the next generation of disability-led technology talent.
Commercial proof since the July 5, 2026 launch
- Paid orders accepted for fulfillment
- 9
- Distinct paying customers
- 8
- Student training places funded
- 19
- Paid service orders accepted
- 7
9 paid transactions came from 8 distinct paying customers because one customer placed two orders.
AI-native delivery and growth
- Eligible disability-led creators registered
- 4
- Completed Gemini-powered agent actions
- 107
- Human page visits logged since launch
- 11,747
- Qualified opportunities in the pipeline
- 5
The decision boundary
Software remains authoritative
Payment and workflow state
PayPal verification, order status, raw accessibility evidence and access controls are deterministic. Model text cannot mark an order paid.
People with disabilities decide
Lived-experience quality
Experts validate practical barriers, correct false positives and control customer release. AI output can be edited, rejected or replaced.
Every production action
Logged and auditable
Firestore retains agent, action, model or deterministic outcome, timestamp and related work reference. Public counters contain aggregates only, never customer PII or order values.
Why the internal workbench is not public
The operational accessibility workbench can run many Gemini calls and can display customer reports, so it is deliberately restricted to authorised staff. This public page documents the same operating stages without exposing customer data or an expensive execution surface.
Paid work, administered through Vision-Aid India
Customer payments are captured by Ability Bazaar. Compensation for the India-based experts and creators who fulfill the work is administered through Vision-Aid Incorporated's established grant programme to its registered charitable partner in India. This is why professional payouts appear in the India programme records rather than in the marketplace's PayPal transaction ledger.