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A living model of your business.
Built by AI. Run in your cloud.

Uniforge, our platform, connects to every system you operate, learns your business into one living model, and ships agents that turn it into outcomes.

48 HOURS · READ-ONLY · FREEWATCH THE ENGINE LEARN, LIVE ↗
OUTCOMESOPERATING
16:24:54Churn risk flagged7 DAYS EARLY
16:24:53Records unified18,304
16:24:51Revenue recovered+$412K
16:24:49Churn prevented14 ACCTS
16:24:48Opportunities found23 ACCTS
AGENTS ACTING ON THE MODELSEE THE SYSTEM ↓
DEPLOYMENTYour VPC. Or fully on-prem, air-gapped.
BENCHMARKNº1 open-source on OpenAI MLE-Bench.
SCALE PROVEN9×10⁹ rows. $1B enterprise, production.
TEAMMeta AI, LinkedIn AI, EPFL alumni.
AUDIT48 hours. Free. No setup on your side.
OPEN SOURCE1.5M+ downloads on Hugging Face.
Backed by Y CombinatorOUR OPEN SOURCE, USED BY ENGINEERS AT
MetaAlibabaAmazonMicrosoftSamsungMongoDBAllenAIHugging FaceKAIST AILGMetaAlibabaAmazonMicrosoftSamsungMongoDBAllenAIHugging FaceKAIST AILGMetaAlibabaAmazonMicrosoftSamsungMongoDBAllenAIHugging FaceKAIST AILG
01 · THE PROBLEM

From data to impact still takes an army.

Data engineers build the pipelines: mastering, deduping, cleaning, linking. Data scientists and PMs hunt for the opportunities and size them. ML engineers build the models and agents, tune them, and ship them. Every step is headcount, every handoff loses months, and the chain restarts for every new use case. This is the chain enterprises pay forward-deployed engineers to run by hand, one use case at a time.

EXHIBIT A · THE CHAIN BETWEEN DATA AND IMPACTMANUAL, PER USE CASE
01DATA ENGINEERINGpipelines · mastering · dedup · linking
02DISCOVERYopportunities found and sized
03ML ENGINEERINGbuild · tune · deploy
QUARTERS TO VALUE · RESTARTS WITH EVERY USE CASE
02 · THE METHOD

Not just dashboards. Outcomes.

THE SPECIALIST CHAIN, PRODUCTIZED
01ConnectAgents read every system you run: CRM, ERP, ticketing, billing, warehouses, the web. Every pipeline and every mapping, agent-built.READ-ONLY, ACCESS YOU GRANT
02LearnRecords resolve into entities, entities into relationships, documents into rules. A living model of how the business actually works.CONFIDENCE-SCORED
03FindAgents scan the model for value: revenue hiding in accounts, risk building in usage, waste sitting in operations. Every finding priced and ranked.QUANTIFIED IN $
04Act.Agents execute: reconcile the invoice, flag the account, brief the owner, with approvals where you want them and an audit log of everything.HUMAN-APPROVED, LOGGED
SYSTEM AI, LIVEOPERATING
SOURCES
ORACLE
SERVICENOW
SAP
SALESFORCE
WORKDAY
G CLOUD
LEARNING AGENTSAUTONOMOUS
AG-01Entity Resolution
AG-02Lineage Mapping
AG-03Process Mining
AG-04Event Learning
AG-05Skill Learning
AG-06LoRA Training
THE LIVING MODEL
ENTITY GRAPH
LINEAGE GRAPH
OPERATIONAL KNOWLEDGE
EVENT MEMORY
SKILL LIBRARY
LORA DB
RESEARCH LOOP
SEARCHING THE ACTION SPACE
CANDIDATE 01
CANDIDATE 02
CANDIDATE 03
BEST AGENTDEPLOY
Researches until the right agent works, then ships it.
ACTION AGENTSAUTONOMOUS
A-01Billing-integrity
A-02Data-quality agent
A-03Churn sentinel
A-04Cross-sell agent
A-05Contract-leakage
A-06Fraud sentinel
OUTCOMES
Revenue recovered
Records unified
Churn prevented
Cross-sell ARR
Leakage stopped
Fraud blocked
EMPLOYEE AIAI ▸ Lineage graph updated
THE LOOP COMPOUNDS · AGENTS ACT · THE MODEL LEARNS · ACTIONS IMPROVE
03 · THE PROOF · IN PRODUCTION SINCE 2025

Proven in the hardest room.

Most AI fails in places like this: a $1B enterprise with 75 years of operating history across 35+ systems, each holding its own version of the truth. Uniforge's learning agents map the business first, record by record, rule by rule, and capture it as a living model. Only then do action agents turn that understanding into outcomes.

9×10⁹
ROWS LEARNED, ACROSS 35+ SYSTEMS
−62%
CROSS-SYSTEM CONFLICTS, IN PRODUCTION
~$20M
TRAPPED VALUE SURFACED, ITEMISED
04 · SOVEREIGNTY

Own the AI's knowledge and reasoning.

Leeroo turns your systems, workflows, and institutional knowledge into a private intelligence layer inside your infrastructure. We build the engine end to end, so nothing in the stack is a black box. You choose how far inside your walls it runs.

MODE A · STANDARD · YOUR CLOUDDEFAULT

Runs in your VPC on AWS, Azure, or GCP. Your data never leaves your infrastructure, and frontier models are reached from inside your tenant.

MODE B · SOVEREIGN · FULLY ON-PREMAIR-GAPPED

Runs entirely on your own hardware with local models fine-tuned to your business. Air-gapped, zero external calls, ever. Compliance is the obvious reason. The better ones: your competitive edge never touches a model you don't own, the capability is yours outright, and inference runs at hardware cost, not per-token rates.

THE POSTURE THAT LETS US IN IS THE POSTURE THAT KEEPS EVERYONE ELSE OUT
06 · THE AUDIT

See what's trapped in your systems.

Request a free audit48 HOURS · READ-ONLY · AN ITEMISED MAP OF THE VALUE