AboutOur story
Operational problems leave evidence everywhere. We’re building AOI to put it back together.
AOI is two founders, Faizan Khan and Al-Mamoun Saleh. This is why we’re building it, and how.
Why AOI exists
Most organizations aren’t short of information. Shift notes, messages, tickets, reports, logs. There is usually more than anyone can read.
What goes missing is the history. The note on Monday, the fix on Tuesday, and the same problem three weeks later sit in different places, written by different people. Each record is fine. Together they tell a story nobody can see.
AOI started with one question: what becomes visible if that history can be put back together?
The problem we kept seeing
The history of a single problem is usually split across six places. Every one of those records is accurate. The history lives in the gaps between them.
- Systems
- What was formally logged.
- Messages
- What someone noticed first.
- Handoffs
- What one shift told the next.
- Notes
- What the person who fixed it wrote down.
- Reports
- What showed up in the numbers.
- People
- What someone remembers and never wrote down.
How we’re approaching it
- 01
Evidence first.
A finding is only as good as the records behind it. So every finding keeps them.
- 02
Keep the source.
We never swap what someone wrote for a summary of it. The original stays attached.
- 03
Say how sure we are.
What a record states, what we infer, and what we can’t tell are marked separately. We would rather show uncertainty than hide it.
- 04
History before intelligence.
We reconstruct what happened before we claim to explain it. Analysis on a history nobody can check isn’t worth much.
- 05
Test it on real operations.
Synthetic data shows the mechanics. Only real operational history shows whether it’s useful.
Who’s building it
AOI is founder-led. If you reach out today, you’ll work directly with the team building the product.
Faizan Khan
Co-Founder
Al-Mamoun Saleh
Co-Founder
Where we are
AOI is early, and we’d rather say so. It runs end to end on synthetic data, and you can see that in the demo. Now we’re testing it against real operational history with a small number of operating teams.
We don’t have customers to list here yet. When we do, they’ll be real.
What we’re trying to find out
- Whether a reconstructed history shows a team something they couldn’t easily see before.
- Whether the evidence trail is enough for a team to trust, or challenge, what AOI surfaces.
- What it takes to work from the records a team already keeps.