AntHill

Decision Intelligence

Design Partnerships US · India / FinTech & BFSI / Shipping July 2026

Turning data into decisions in days minutes.

The enterprise brain for AI-grounded decisions. One context layer across Slack, JIRA, Git and your data — so every diagnostic question gets a grounded, cited answer in minutes, not days.

The Problem

The most expensive workflow in your company is the diagnostic question.

Analysts run 30–40 diagnostic cycles a weekwhy did activation drop? why is reconciliation off? Each one takes days, because roughly 60% of the time goes to reconstructing context across Slack, JIRA, Confluence and Git before the analysis even begins.

The answer existed in your organization before they started looking. They just had no way to find it.

01 ~Days Time to answer, per diagnostic question.
02 30to40 Diagnostic cycles per week, per team.
03 Millions Potential revenue lost — compounded while you wait.

The Insight

Models are a commodity. Context is the moat.

Every enterprise has frontier AI; none have organizational context. GPT, Claude and Gemini are capable, cheap and improving — but none know the metric definition that changed last October, or the decision buried in a Slack thread nobody will search. Intelligence without context produces confident wrong answers — worse than none in enterprise analytics. The application layer commoditizes within 18 months; infrastructure won't.

AntHill is infrastructure.

How it works

How it works.

Plug in once, build the living map, ask in plain English. Three moves from raw systems to a cited answer.

01
Ingest

Plug in once.
It reads everything.

Connect Slack, Git, JIRA and Confluence in a couple of clicks. No migration, no new habits.

SlackGit JIRAConfluence
Plate 01 — Ingest Demo coming soon
02
Think

The living map of how
your company works.

Everything becomes a bi-temporal, permission-aware context graph. It compounds with every query.

Bi-temporal16 entity types Permission-awareAccess control
Plate 02 — Think Demo coming soon
03
Answer

Ask in plain English.
Get a cited answer.

Specialized agents decompose, retrieve, run grounded queries and validate — cited to source in minutes. You review, correct, confirm.

DecomposeGrounded SQL Cited outputs
Plate 03 — Answer Demo coming soon

Who's building it

Built by operators who ran analytics at a bank valued at $1Bn+.

The founding team led analytics, product and risk at a multi-product fintech at $1B+ scale — where a 50-person analytics team spent half its capacity hunting context. We're building AntHill so no team has to lose that time again.

The context graph compounds.

By month six, a competitor starting fresh at the same customer starts at zero. AntHill is already irreplaceable.

AntHill Product Note · July 2026

Field notes — marginalia

Field note — i

Ants don't have managers. They have context.

Field note — ii

Alone, an ant works. Together, they move worlds.

Work with us

A small number of design partners.

We're taking on a small number of design partners through 2026. Shipping enterprise-ready July 2026 — working with a small group who want analytics at thinking speed and will shape the product.

You're a fit if

  • Fintech, NBFC, payments or BFSI at $10M+ revenue.
  • A 20+ person analytics function across product lines.
  • Your team documents in Slack, Confluence and JIRA.
  • AI-receptive senior leadership.
  • You feel the cost of slow cycles every month.

What you get

  • Direct access to the founding team.
  • A live Context Graph operational within 2 weeks.
  • First three months shaped around your highest-value workflows.
  • Pricing built for design partnership, not procurement.

Annual contracts · Seat-based with platform fee · Custom pricing for design partners.