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SERVICES

Production AI. Software that carries the business.

For companies that need working systems, not experiments — every service delivered end to end by one team: grounded in your data, observable in production, governed from day one.

Most AI pilots die between the demo and production.The gap is never the model — it is grounding, guardrails, evals and cost control.That production layer is what we build.
HOW PRODUCTION AI IS BUILT

The anatomy of a system you can trust.

Walk through what we ship when a business says “we need AI” — step by step, from the first request to the audit trail. Click any stage.

Request

OmnichannelWebhooksEvent-driven

A customer message, a phone call, an inbox, an API call or a row landing in a database. Production systems answer real channels — not a demo textbox.

Agentic AISystems that plan, act and loop until the work is done — not chat windows that talk about it.
RAG & groundingAnswers drawn from your documents and data, with sources — not the internet’s guesses.
Evals & guardrailsOutput quality measured on every change; policy enforced on every response.
AI governanceApprovals, logging, provenance. When someone asks “why did it do that?”, there is an answer.
MCP connectivityStandard connectors to your tools and data — swap models without rebuilding integrations.
Cost & observabilityPer-request cost tracking and full tracing. Predictable bills, portable models, no lock-in.
START WHERE YOU SIT

Three doors into the same team.

CTO / Engineering leader

You need architecture that survives an audit — and a partner your own engineers respect.

Product leader

You need to ship a product, not coordinate five vendors who each own a fragment of it.

Operations leader

You need hours back and error rates down in the processes your team runs every day.

THE DELIVERY RAIL

Every service ships the same way.

What you get at each phase — and where the boundaries are.

  1. Discover

    We map your operations and find the exact place where a system changes the numbers.

    • A map of your current systems and processes
    • The highest-ROI targets, ranked
    • A costed, scoped build plan

    No commitment yet — the plan is yours to keep, whoever builds it.

  2. Design

    Architecture, prototypes and a week-by-week roadmap — you see the system before we build it.

    • Architecture you can show your own engineers
    • A clickable prototype
    • For AI scope: the eval plan — how quality will be measured

    Nothing is built until you have seen and approved what will be.

  3. Build

    Weekly ships, visible progress, production-grade engineering from day one.

    • Working software every week on a staging link
    • Tests and CI on every change
    • For AI scope: evals running on every change

    No six-month black boxes — if a week produced nothing you can click, we owe you an explanation.

  4. Scale

    Monitoring, iteration and growth loops that keep compounding after launch.

    • Monitoring and alerting in place
    • Cost tracking per system — AI spend included
    • An iteration loop with a named engineer

    You own everything: code, infrastructure, models, weights — documented and handed over.

THE STACK WE BUILD ON

Your team’s tools, not ours.

We work in the technologies your engineers already trust — so what we hand over is something your team can own, not a black box only we understand.

Frontend

Interfaces that stay fast as they grow.
ReactNext.jsVueAngular

Backend

The engine room.
Node.jsPython.NETLaravelPHPJavaJava

Mobile

One codebase, both stores — or native where it counts.
FlutterReact NativeSwiftKotlin

AI

Models, agents and the plumbing that makes them useful.
AIOpenAIClaudeGeminiLlamaLangChainCrewAIn8nPCPineconeCHChromaDBHugging FacePyTorchTensorFlow

Cloud

Wherever your data has to live.
AWSAWSAzAzureGoogle Cloud

Database

Relational, document or realtime — chosen, not defaulted.
MySQLPostgreSQLMongoDBFirebaseSupabase

DevOps

Ship on a Friday without flinching.
DockerKubernetesGitHub ActionsJenkinsTerraform
PROOF, NOT PROMISES

The kinds of systems we ship.

AI Agents

Conversational AI for Healthcare

A HIPAA-conscious triage assistant that books, answers and escalates — 24/7.

  • Triage and routing
  • 24/7 booking and answers
  • Escalation to a human on demand
Machine Learning

Predictive Logistics Platform

Demand forecasting and live routing for a nationwide delivery fleet.

  • Demand forecasting
  • Live route optimization
  • Fleet telemetry mesh
Growth · SEO

E-Commerce Growth Engine

Search, personalization and content automation for a retail marketplace.

  • Personalized merchandising
  • Content automation
  • AEO-ready content graph
Data & BI

FinTech Risk Analytics

Real-time risk scoring and dashboards for a lending platform.

  • Real-time scoring
  • Explainable models
  • Audit-ready pipeline
Computer Vision

Smart Manufacturing Vision

Defect detection on the line — cameras that never blink.

  • Defect detection on the line
  • Edge inference
  • Multi-line rollout
SaaS

Real-Estate Intelligence Suite

Valuation models and portfolio dashboards for property teams.

  • Valuation models
  • Portfolio dashboards
  • Map-native UI

Client names, references and detailed case studies are shared in scoping calls — under NDA where the work requires it. What is published here describes the kinds of systems we ship, not claims we cannot show you.

ENGAGEMENT MODELS

Three ways to work with us.

PROJECT
Fixed Scope

One goal, one price, one deadline. Perfect for MVPs and defined builds.

MONTHLY
Engineering Subscription

A senior team on a monthly plan you can pause anytime. Perfect for products that keep evolving.

EMBEDDED
Dedicated Team

Hand-picked engineers embedded in your org, managed by us. Perfect for scale.

Every engagement starts with a scoped audit — you see what we’d build, how long it takes and what it costs, before you commit. How engagements work →

WHY THIS IS LOW-RISK

Built to be trusted with production.

Ship weekly

Working software every week. No six-month black boxes, ever.

Own the outcome

We measure ourselves on your numbers — not our hours.

Stay after launch

Systems are living things. We monitor, iterate and grow them.

You own everything

Code, infrastructure, models, weights. Handed over, documented.

Do you work with existing systems or only greenfield?+

Mostly existing systems. We integrate with your current stack — ERPs, CRMs, databases, legacy APIs — and modernize incrementally instead of forcing a rewrite.

How do you price engagements?+

Fixed-scope builds have fixed prices. Ongoing product work runs as a monthly engineering subscription you can pause anytime. Every engagement starts with a scoped audit, so you know cost before you commit.

Who owns the code and the models?+

You do. Full source, infrastructure and model weights are handed over — with documentation and training for your team.

More questions answered on the FAQ page →