A niche fractional AI architect. We build what runs your business.
We design and ship AI-native systems end to end — architecture and execution, not a deck. Domain-specific stacks for sales, ops, energy, and the field, on one shared memory-and-leverage core.
##The gap
AI adoption is nearly universal. AI value is not. The pattern repeats everywhere: buy tools, run pilots, generate demos — and struggle to connect any of it to business outcomes.
sources: McKinsey, State of AI (2025) · Gartner (2025)
The technology isn’t the bottleneck. The operating model is.
That 40% is the cost of handing judgment to autonomous agents. We don’t — humans decide, AI surfaces the evidence.
##What we build
Most tools remember. Most tools test. We wire the two together — so decisions become experiments, and results compound back into memory. It’s the shared core every domain stack runs on.
Institutional memory that doesn’t decay. The evidence behind every decision already exists — scattered across inboxes, call notes, chat threads, and spreadsheets, slowly rotting.
- A git-backed decision graph — versioned, diffable, provenance on every record
- Every commitment linked to who made it, why, and what it supersedes
- Agents that answer from your history, not from vibes
An engine that turns signals into compounding advantage. Not “hope the change works” — a loop that observes, tests, measures, and learns.
observe → capture signals at the source
detect → surface patterns humans miss
experiment → turn ideas into hypotheses
measure → attribute outcomes, honestly
compound → feed learnings back in ⟲
That core becomes a domain-specific stack for each part of a business:
See the stacks in detail — connectors, atoms, and how your data stays yours →
A niche practice — a few engagements at a time. Let’s build leverage that’s yours alone.
Start a conversation nikhil.shirahatti@agneailabs.com