Know exactly where AI pays off, before you build a thing.
We turn your messiest workflow into a prioritised, build-ready plan, in one working session, not a three-month engagement.
Most enterprise AI dies
before it ever reaches production.
Pilots stall because they start in the wrong place, a flashy use case instead of a valuable one, data and integration gaps that surface late, and no agreed definition of what "success" means in dollars.
MIT, "The GenAI Divide," 2025
~95%
Enterprise GenAI pilots deliver little to no measurable P&L impact.
Gartner, 2025
>40%
Agentic-AI projects will be scrapped by end of 2027, on cost, unclear value, or weak risk controls.
McKinsey, "State of AI," 2025
~39%
Organizations report any enterprise-level EBIT impact from AI, despite near-universal adoption.
Notice the recurring reasons: cost, unclear value, weak controls, poor data. They’re all decided before you build, which is exactly what discovery fixes.
Book a working sessionNo prioritisation
Every team has 20 ideas and no way to rank them by value vs. effort.
Hidden blockers
Data readiness and the integration layer surface after the build starts.
No definition of done
Nobody agreed the business metric that proves it worked.
Leave with a plan you can build.
A working session with Attri ends in a build-ready package, not a strategy presentation.
Prioritised, ROI-ranked backlog
Your use cases scored by value, effort, and risk, so you know exactly what to do first and what to skip.
A feasibility & risk read
An honest call on data readiness, integration effort, and your compliance posture — surfaced now, not mid-build.
A build-ready PRD
A structured spec precise enough to start building from, generated from your real rules and workflows.
A clear definition of success
The business KPI each use case has to move, agreed up front.
How one session
becomes a build-ready spec.
We work forward-deployed in the session with your team, not in a back room for three weeks. A Discovery + PRD agent turns your rules, risk posture, and workflows into a structured specification.
Map
We walk your real workflow, systems, and rules.
Prioritise
Score every opportunity by value, effort, and risk.
Pressure-test
Feasibility, data readiness, integration, compliance.
Spec
A prioritised roadmap + a build-ready PRD you own.
Discovery that’s already
thinking about production.
From first session to shipped in weeks.
One mid-market enterprise went from a single working session to a governed, in-production agent in six weeks.
3–5 days
Approved PRD to deployed, governed agent.
99.9%
Production uptime across deployments.
~70%
Lower LLM cost than naive implementations.
Questions, answered.
Can't find what you're looking for? Talk to our team.
Yes. You leave with a prioritised roadmap and a build-ready spec — no obligation to continue.
Bring us your toughest workflow.