Requirements infrastructurefor AI-driven development.

Requirements analysis in minutes, not days. One ticket, two views - a description your stakeholders read and a spec your coding agents implement directly.

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From the field

“Three days of triage in ten minutes. Across three projects and nine stakeholder interviews. It caught contradictions between requirements I'd missed myself.”
Ivan Angelov
Lead Business Analyst, SoftServe

Real projects

Stakeholder interviews

3 days → 10 min

Triage compression

How it works

Have research? Drop it in. Don't yet? Ask Outlain what to build next. Then build it.

Ingestion

Drop in anything.

Transcripts, PDFs, CSVs, Slack threads. Everything goes in, stays searchable, themes surface themselves.

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Researcher

Researcher on steroids.

Your data, the open web, your competitors, questionnaires. Drafts the next questionnaire while you're still reading the last answer.

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Ticket generation

From evidence to dev-ready ticket - in one click.

Outlain reads your research, surfaces the themes, drafts the ticket, and checks its own work. Every claim cites a customer quote. Every task sized 2–8 hours with acceptance criteria.

ticket.json

{
  "title": "Onboarding drop-off flow",
  "problem_statement": "2 of 5 interviewees mention hitting
    credit limits mid-campaign…",
  "evidence": [
    { "text": "I'd pay to never get paused again", … }
  ],
  "tasks": [
    { "title": "Add cap slider", "hours": 4, "priority": "p0" },
    { "title": "Wire Stripe auto-pay", "hours": 6, "priority": "p0" }
  ],
  "review": { "passed": true, "issues_found": 0 }
}

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Export

Markdown, Jira, or your coding agent.

One click. Lands where your team already works - no copy-paste, no context loss.

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Built on evidence

No hallucinations. If it isn't in the transcripts, we flag it.

“It caught contradictions between requirements I'd missed myself. Across three projects and nine stakeholder interviews. Every flag traceable to the source quote.”
3 days → 10 min triage9 stakeholder interviews3 real projects
- Ivan Angelov, Lead Business Analyst, SoftServe

100%

Evidence-backed

2–8h

Task sizes

1-click

Dev-ready export

Every claim cites the customer quote it came from
Unsourced claims flagged as [HYPOTHESIS]
Tasks sized 2–8 hours with acceptance criteria
Critic agent reviews every ticket before you see it
Open questions surfaced for anything ambiguous

Where customer research meets coding agents

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