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 with confidence.

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

Manual workflows break when verification is weak

Most operational systems track that work was submitted—not that it was completed correctly. Doneness API closes that gap by turning task definitions and evidence into auditable completion decisions.

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

Define the task

Use task-spec sessions to create clear, versioned task definitions with structured criteria.

02

Submit evidence

Send images, video, audio, text, files, or location tracks through secure evidence bundle endpoints.

03

Refine

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

04

Get a decision

Receive done / not done / unclear with confidence, issue context, and follow-up evidence requests when needed. 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.

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Frequently asked questions

Ready to verify what's actually done?

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

Request to join our closed trial