Doneness.ai - Define, Evidence, Verify

API-first operational verification

Assess the doneness of real world tasks

Doneness API helps teams determine done / not done / unclear from structured task definitions and multimodal evidence—so critical workflows are verified in real time.

Built for enterprise-grade workflows
Human-in-the-loop review supported
Webhook-first async architecture

Weak verification leads to high costs and more problems

Many teams already collect evidence.
The gap is systematic review: it’s rarely feasible to check it all,
so it’s used reactively when problems surface.
Workers may also game the system, voiding evidence value.

Doneness API fixes these problems with auditable
done / not done / unclear decisions for your real-world tasks.

Faster Time-to-First-Value

Go from API key to first successful assessment quickly with a developer-first integration flow.

Higher Trust Over Time

Combine AI assessments with review signals to improve reliability and confidence in decisions.

Land-and-Expand Ready

Start with one workflow, prove ROI, and scale across more teams, locations, and task types.

How Doneness API works

01

Submit task and evidence

Send the task description together with your evidence—images, video, audio, text, files, or location tracks—through secure bundle endpoints. The AI evaluates the evidence against the task.

02

Refine

AI asks for clarification evidence as necessary to ensure a good task assessment.

03

Get a decision

Receive done / not done / unclear with confidence and issue context. Route edge cases to human review.

Built for real operational environments

Task-spec authoring API with immutable versioning
Multimodal evidence ingestion (upload + URL fetch-and-copy)
Asynchronous assessments with deterministic status lifecycle
Structured follow-up evidence rounds
Human review queue and authoritative final decision support
Signed webhooks for state changes
Tenant-scoped auth, RBAC/scopes, and auditability
Rate limits, quotas, and entitlement-aware access controls

Why teams choose Doneness API

API-first by design

Integrate directly into your systems with clear contracts, stable schemas, and webhook-driven workflows.

Trust-centered architecture

Confidence, reviewability, and traceability are first-class—not afterthoughts.

Scales with your operations

From one pilot workflow to multi-team deployment without changing platforms.

Join the Doneness API closed trial

We're onboarding a focused set of teams with high-value operational verification use cases. Trial participants get early API access, technical onboarding support, and direct feedback loops with the product team.

Request to join our closed trial

Frequently asked questions

For developers

Request a trial on doneness.ai. Approved developers receive a welcome email with a link to sign in and create API keys on docs.doneness.ai.

Ready to verify what's actually done?

Start with one workflow. Prove value quickly. Scale with confidence.