Make your AI workflow safe to run.

Offdata helps teams turn an important but fragile AI workflow into something observable, reviewable, and recoverable.

Describe your workflow See the method

Founder-led validation · no payment taken · no confidential data needed.

Workflow / 01Control surface
From clever demo
to dependable operation.
01Evidence & provenanceTrace
02Authority & approvalsBound
03Recovery & rollbackReady
One workflowTen business days

The gap

AI becomes operational before it becomes governable.

The workflow works in a demo. Then it touches real decisions, data, budgets, and customers—and nobody can answer exactly what happened, who approved it, or how to recover safely.

01

Approvals live in chat, memory, or a spreadsheet.

02

Costs, failures, and provider receipts are difficult to reconcile.

03

The team is adding automation faster than it is adding recovery paths.

The method

A small control surface for a high-value workflow.

We start with the riskiest workflow, define the boundary, and leave you with evidence your team can operate—not another strategy deck.

01

Map

Make the actors, tools, data, approvals, failure modes, and success metric explicit.

02

Bound

Separate what the system may prepare, what needs review, and what remains founder-controlled.

03

Prove

Run synthetic events, receipts, and one recovery rehearsal before a live change is considered.

Current validation hypothesis

AI Operations
Reliability Sprint

S$3,500 pilot hypothesis

A fixed-scope, ten-business-day sprint for one important AI-assisted workflow.

  • Workflow and authority map
  • Supervised loop with receipts
  • Rollback or recovery rehearsal
  • Handover pack and KPI baseline

This is a research hypothesis, not a live offer or revenue claim. Price, scope, and legal terms will be validated before any commitment.

Discuss the hypothesis

Good fit when

One workflow matters enough to make dependable.

01 Your team already uses AI in a workflow that has a real owner and measurable consequence.

02 You can name the failure, manual workaround, or approval gap that makes the workflow fragile.

03 You want a bounded experiment before a broader platform or transformation program.

Start with the constraint

Tell us what is hard to operate.

Send the workflow, the owner, and the moment it becomes risky. We’ll reply with the sharpest next question—not a generic demo.

Start a founder conversation