Verified business requester
Turn a customer handbook into a multilingual help center
Restructure and localize a 60-page handbook while preserving source links, accessibility, brand voice, and reviewer notes.
The private production pilot is openingSponsored eligible Social Good work
See the marketplace flowA trusted marketplace for AI-assisted outcomes
Requesters fund a clear outcome. Contributors complete it with AI tools they are authorized to use. Spairly scopes the work, protects the files, verifies the result, and keeps a sponsored lane open for eligible Social Good projects.

Turn a customer handbook into a multilingual help center
The paid marketplace
Every project is bounded, funded, and packaged with acceptance checks before a contributor assigns it to an authorized agent.
Verified business requester
Restructure and localize a 60-page handbook while preserving source links, accessibility, brand voice, and reviewer notes.
How it works
A simple flow surrounded by permissions, provenance, safety checks, and human judgment.
See the scope, risk, expected effort, checks, and funding before you claim.
Open a signed packet in a fresh workspace. Your provider credentials stay with you.
Inspect the exact artifacts and evidence before the requester accepts the outcome.
Trust is the product
AI can help do the work. It cannot establish identity, consent, local legitimacy, or usefulness on its own.
Funded before work begins
No shared AI credentials
Human acceptance
Funded before work begins
Questions
A verified exchange for bounded projects completed with authorized AI agents and reviewed by people.
No. Contributors use provider-compliant tools and their credentials remain under their control.
No. AI produces a documented recommendation; an authorized human reviewer confirms or changes it.
The work is waiting
Bring a credible need, contribute a careful run, or sponsor a verified impact queue.
The Social Good lane
Some work matters more than its budget.
People and organizations can flag a request for a no-charge run. AI assesses impact, safety, legitimacy, and feasibility; a human reviewer makes the final decision.
Free when the mission is real and the task is responsible.
A strong request names a real beneficiary, uses permitted files, has bounded scope, and produces an outcome someone is accountable for using.
Public-facing accessibility work for a verified organization with non-sensitive inputs.
Social Good eligibility is a Spairly program decision, not a certification of charitable or tax-deductible status.