How we work.

One team from the first conversation to long after launch. Here’s what working with EPOCH looks like, and how pricing works.

Ways to work with us

Start small and prove the idea, or bring us in for the whole build and everything after it.

  • Pilot

    A working prototype on your own data, so you can see what AI does for the problem before you commit to a full build.

    Typical length
    3–4 weeks
    Best for
    Proving an idea and building the case for investment
  • Build to production

    The full system: models, data pipelines, integrations, testing, deployment and monitoring, running in your environment.

    Typical length
    8–16 weeks from assessment to production
    Best for
    Taking a proven idea into daily use
  • Dedicated team

    An EPOCH team across the US and India, working inside your process with one accountable lead.

    Typical length
    Ongoing, scaled to the work
    Best for
    Roadmaps with more than one project
  • Ongoing support

    Monitoring, retraining, maintenance and new features after launch, so systems keep performing as your data changes.

    Typical length
    Monthly
    Best for
    Keeping production systems healthy

Your first 30 days

  1. Week 1

    Discovery

    We meet the people who own the problem, agree on goals and constraints, and get access to the data and systems we need.

  2. Week 2

    Assessment and a written plan

    We check data quality and the existing architecture, then write up what we’ll build, how we’ll measure it and what it will take.

  3. Weeks 3–4

    A working prototype

    You see a working prototype on your real data, not a slide deck, and test it against the cases that matter to you.

  4. Day 30

    Decision point

    Together we decide: go to production, adjust the approach, or stop. If it isn’t worth building, we’ll say so.

How the work runs

  • Two-week sprints, with a demo of working software at the end of each one.
  • Daily standups with your team, so nothing waits a week to surface.
  • Stakeholder updates every two weeks: progress, risks and the decisions we need from you.
  • One accountable lead who owns delivery from start to finish.

How pricing works

Every engagement starts with a conversation, then a written proposal with scope, timeline and cost.

  • Pilots

    Scoped to one problem and one dataset, priced once we understand both.

    Fixed price, agreed after discovery

  • Production builds

    The full system, from data pipelines to deployment and monitoring.

    Fixed scope or time and materials

  • Dedicated teams

    An EPOCH team working inside your process, scaled up or down with the work.

    Monthly

  • Support

    Monitoring, retraining, maintenance and new features after launch.

    Monthly plan sized to your systems

Most projects start at $25,000.

What we need from you

  • A decision-maker who can say yes, no, or not yet.
  • Access to the data and systems the work touches.
  • A few hours a week from the people who know the domain best.

Questions

How long does it take to build and deploy a custom ML model?

A typical engagement runs 8-16 weeks from data assessment to production deployment, depending on data readiness and model complexity. We deliver working prototypes within the first 3-4 weeks.

What data do we need to have ready before starting?

You need historical data relevant to the problem you want to solve. We help assess data quality and volume during our initial assessment phase and can assist with data cleaning and preparation.

Can you integrate ML models with our existing systems?

Yes. We deploy models as APIs or embed them directly into your existing applications and data pipelines. We work with your engineering team to ensure seamless integration.

What does ongoing maintenance look like after deployment?

We offer support tiers that include monitoring dashboards, periodic model retraining, performance reviews, and infrastructure management. Most clients transition to self-managed operations within 6 months.

Bring us the project that matters most.

Tell us what you’re building and what’s in the way. You’ll hear back within 24 hours.