AI built for business

Polemos Labs turns fragmented data, manual review, and tool sprawl into governed systems that sense what matters and route the next move, keeping humans in command.

Get in touch
The problem

Command is hard

AI fails when it's bolted onto broken process. The hard work is the wiring.

01

workflow terrain mapped before model choice

02

private data connected with permissions intact

03

human command where risk is high

04

production telemetry from day one

What deployed looks like

What ships

What changes after a Polemos system goes live across operations.

Finance & Operations

Invoices move from inbox chaos to controlled exception queues

Replace manual chasing with governed review loops. Ingest PDFs, emails, and ERP records; validate fields against policy; and escalate only the decisions that need a human owner.

Logistics & Supply Chain

Demand signals become procurement moves before pressure hits

Turn forecasts into triggers, not another dashboard. Connect transaction history, supplier data, and live operational context so planners can act before bottlenecks become expensive.

Professional Services

Institutional knowledge becomes a cited analyst layer

Senior teams spend less time searching and more time deciding. Build retrieval, citation, and synthesis systems across contracts, research, tickets, and client records.

Implementation accelerators

Accelerators

Battle-tested foundations adapted to your terrain. Deployment in weeks.

Retrieval Command

OmniGraph

Grounded Retrieval Layer

Production retrieval stack. Answers grounded in your data, with citations.

  • Hybrid search and rerank for high-precision recall
  • Permission-aware grounding across your systems
  • Eval harness for precision, recall, and faithfulness
Agent Command

NeuroTask

Supervised Agent Runtime

Graph-based agent runtime with typed tools and human approval gates.

  • Supervisor and worker agents on a typed state graph
  • Schema-validated tools, sandboxed and least privilege
  • Human approvals on destructive actions, with full traces
Core services

Built to ship

AI, software, and systems engineered for the production floor, not the demo deck.

Choose the battlefield

AI Opportunity Mapping

We identify the workflows worth automating, the data required, and the fastest route to measurable production value.

Make data usable

Ingestion, Retrieval & Knowledge Graphs

Pipelines, indexing, permissions, and RAG systems that make internal data usable by people, agents, and decision systems.

Move from chat to action

Agentic Workflow Automation

Agents that execute bounded tasks, use tools, validate outputs, and hand off to humans at the right moment.

Keep control

Model Deployment & Tuning

Open-source model deployment, evaluation, fine-tuning, and monitoring for teams that need security, cost control, and auditability.

How we work

Validate before scale

We deploy what proves useful and retire what doesn't.

01 / MAP

Discover

2 weeks

Map high-friction workflows, data readiness, risk, and ROI. You leave with a prioritized implementation brief.

02 / DESIGN

Plan

3 weeks

Define architecture, model strategy, integrations, evaluation sets, and human-in-the-loop controls before code.

03 / DEPLOY

Execute

4 – 6 weeks

Ship the first production workflow with ingestion, retrieval, agents, tests, observability, and real user feedback.

04 / EXPAND

Command

Ongoing

Harden the system, expand to adjacent workflows, monitor quality and cost, and train your team to operate it.

Who we work with

Real stakes only

Painful workflow, proprietary data, mandate to ship. That's the fit.

  • You have a specific operational bottleneck with measurable cost, delay, or risk
  • You own proprietary data that should become a strategic advantage
  • You need secure deployment across existing tools, teams, and approval paths
  • You measure success by business outcomes, not model benchmarks or prototypes
  • You have the mandate to ship and a team ready to own the system after launch
Work with us

Let's build it

Tell us where work is slow, risky, or stuck. We'll figure out the right move.

What to expect

We'll reply within 48 hours and set up a 30-minute video call to walk through fit, data, and what to ship first.