AI Engineering Services

AI agents that do real work.

Build. Fix. Operate.

We help companies turn AI experiments and workflows into reliable production systems.

AI Engineering Boutique — not another AI platform. We build, fix and operate the systems behind the demos.

The Problem

AI is easy to demo.
Production is different.

01

Build

You have a process that should be automated.

CRMEmailDocuments WebERPKnowledgeAPIs

We build the AI workflow.

02

Fix

You already have an AI agent — but it doesn't behave reliably.

LoopsTool failuresBad outputs High costTimeoutsMissing approvalsNo recovery

We productionize it.

03

Operate

Your agents are running, but nobody wants to babysit them.

ObserveEvaluateRecover ApproveReplayOptimize

We keep them running.

What We Do

Build. Fix. Operate.

One capability, three ways we serve it. Pick where your AI is stuck.

01

BUILD

Turn a business process into an AI-powered workflow.

ResearchDocument processing CRM automationInternal knowledgeRFP automation
Explore Build →

02

FIX

Make your existing AI agent production-ready.

ReliabilityCheckpointsHuman approval EvaluationRecoveryCost control
Explore Fix →

03

OPERATE

Keep AI systems reliable after they go live.

MonitoringEvaluationFailure analysis Model optimizationContinuous improvement
Explore Operate →

What We Automate

Work we take on.

Six high-value scenarios we build, fix and operate — not a catalogue of every possible project.

AI Research

Research companies, markets, technologies and competitors automatically — with evidence you can trace.

ResearchEvidence

Document Automation

Extract, classify, validate and route business documents instead of moving them by hand.

ExtractionValidationRouting

RFP Automation

Turn large RFP packages into structured answers and review workflows.

RFPProposal

CRM Automation

Research accounts, enrich records and automate repetitive sales operations.

Sales & RevOpsCRM

Knowledge Agents

Turn internal knowledge into reliable research and decision workflows.

KnowledgeSearch

Agent Productionization

Take an existing AI prototype and make it reliable enough for production.

ReliabilityRecoveryEvaluation

Where We Start

Two areas we focus on.

We don't claim every industry. We go deep where we can deliver.

Sales & RevOps

AI-powered research and revenue workflows for modern sales teams.

Powered by our experience building SalesGraph.

Explore →

Research & Knowledge Work

Multi-step research workflows for teams that work with large amounts of information.

Explore →

Why Us

We don't just build demos.

01

Reliability first

AI systems fail differently from traditional software. We design for failure from day one.

02

Human when it matters

Agents automate the work. Humans stay in control of important decisions.

03

Evidence over hallucination

Critical outputs can be traced back to sources, tools and execution steps.

04

Built for production

Checkpoints, retries, evaluation, recovery and observability are part of the system — not afterthoughts.

Under The Hood

Engineering depth, invisible to your customers.

Your business system in, a reliable outcome out. The runtime, evaluation and recovery layers sit between — built from the same infrastructure that powers our own reference systems.

Built with modern AI infrastructure and adapted to your existing systems.

Reference Projects

Work that shows how we build.

No fabricated client logos. Real systems we've built with the same capabilities we sell.

REF

SalesGraph

AI-powered opportunity research and sales automation.

ResearchBrowser automation AgentWorkflowEvaluation
Case Study →

REF

Research Mission

Research 50 companies across multiple sources and produce an evidence-backed report.

ResearchEvidenceAutomation
Case Study →

How We Engage

Productized services.

Predictable engagements. Each one is a step toward a production AI system.

01

AI Workflow Audit

Find where AI can actually create measurable value.

1–2 weeksFrom $3K

02

AI Workflow Prototype

Build a working AI workflow around one business process.

2–4 weeksFrom $15K

03

Productionization

Turn a prototype into a reliable production system.

4–8+ weeksFrom $20K

04

Operate

Continuous monitoring, evaluation and improvement.

OngoingFrom $2K/mo

Starting from — scoped per project. Every engagement starts with a focused assessment.

Have an AI workflow that needs to work?

Tell us what you're trying to automate, what you've already built, and where it is failing.

Build something new. Fix something broken. Operate something important.