Datics AI

How we work

From AI roadmap to production without rebuilding your SaaS.

We start with a focused AI-Native Sprint to understand the product, prioritize the right capabilities, and identify what needs to change. Then we unlock only what those capabilities require and ship production AI in capability waves that build on what came before.

Book a 30-minute product reviewSee client outcomes

The method

Define the path. Clear the dependencies. Ship and improve in waves.

Decide what to build and what it will take to ship.

Understand the product, workflows, architecture, data and constraints.

The path

From product understanding to production AI

  1. AI-Native Sprint

    Define the path.

    Understand the product, prioritize the right AI capabilities, identify dependencies and define what it will take to ship the first wave.

    • Product baseline
    • Capability priorities
    • Delivery requirements
    • First wave

How we engage

Clear scope. Clear ownership. A defined outcome at every stage.

Start with a Product Review to identify the strongest opportunity. Use an AI-Native Sprint when the path needs to be defined. Then clear the dependencies and ship production capabilities one wave at a time.

  • Scope agreed before work starts.
  • We work inside your product, repos and release process.
  • Each engagement has a written definition of done.
01Free

AI Product Review

30 minutes · No prep required · No pitch deck

Walk us through the product and the AI opportunity you are considering. We will identify the strongest candidate capability, surface obvious constraints and recommend the most useful next step.

What you receive
  • Initial read on the highest-value workflow opportunity
  • Early architecture and integration observations
  • Obvious data, access or permission constraints
  • Major security, tenancy or governance considerations
  • Recommendation on whether to Sprint, Wave or hold

Done means

You know whether there is a credible AI opportunity worth pursuing next.

Initial assessment, not a substitute for the deeper Sprint.

Book a 30-minute product review
02Scoped engagement

AI-Native Sprint

Define the path to the first capability

We understand the product, prioritize the right AI capabilities, define what each requires, and turn the first capability into an executable delivery plan.

What you receive
  • Product & workflow baseline
  • Prioritized AI capability portfolio
  • Architecture and dependency map
  • Security, tenancy and permission considerations
  • Targeted Unlock checklist — access, environments, data, APIs, permissions, integrations, approvals and prerequisites that must be cleared before development begins
  • First Capability Wave definition
  • Success and evaluation criteria

Done means

A first capability that is prioritized, scoped and ready for Targeted Unlock and delivery.

Best when the opportunity is real but the product, dependencies or first capability still need to be defined.

Scope a sprintWhat the Sprint delivers →
03Defined scope

First Capability Wave

Targeted Unlock + one production capability

Clear the dependencies identified during the Sprint, then build and ship one prioritized AI capability inside the existing product.

How it works
  • Clear required access, environments, data and approvals before development
  • Build inside the existing product and delivery environment
  • Ship the prioritized capability to real users
  • Include evaluation, observability, approvals and auditability where required
  • Measure production reliability, adoption and the funded business outcome
  • Reuse the resulting foundations in the next wave

Done means

One production capability shipped, measured and ready to compound into the next wave.

Scope a capability wave
04Rolling engagement

Ongoing Capability Waves

Wave after wave, against your prioritized roadmap

A continuing AI product delivery program that moves through your prioritized capability roadmap, reusing the foundations, controls and learnings created in earlier waves.

What ongoing waves include
  • Prioritized capability ownership wave by wave
  • Production delivery inside the existing product
  • Evaluation and improvement using live results
  • Shared tooling, controls and observability across capabilities
  • Reuse of architecture, integrations and governance patterns
  • Roadmap reprioritization as evidence changes

Done means

AI becomes a repeatable product capability rather than a sequence of disconnected projects.

Each wave leaves the product more ready for the next one.

Scope ongoing waves

What we work on

A capability wave can address one or more parts of the product.

The capability determines the work underneath it. A wave may involve product experience, architecture, agent behavior, governed action, enterprise controls — or several at once.

  • Build AI into the product, wave by wave

    Introduce multiple AI capabilities without turning the roadmap into a platform rewrite.

  • Remove the architecture blockers

    Expose the context, tools, data and permissions AI needs without reworking the whole platform.

  • Build agents people can supervise

    Give users visibility, interruption, correction and approval where it matters.

  • Turn AI output into action

    Connect AI to the workflows, APIs and systems where work actually gets done.

  • Deploy AI enterprise customers can approve

    Design around the security, data and deployment boundaries your customers require.

  • Define the first Capability Wave

    Turn a broad AI mandate into a prioritized first wave product and engineering can actually build.

Explore all six solutions →

What you can expect

Working inside software you did not write is a discipline

We take responsibility for the product as it exists today — its workflows, integrations, data, permissions, accumulated business logic and the customers who depend on it.

We work in the real product

Your repos, architecture, environments and release process — not a parallel demo stack.

We ship into production

Success is a capability real customers can use and trust, with outcomes your team can measure — not a prototype.

We leave a reusable foundation

Tooling, integrations, evaluation, controls and patterns your team and the next capability wave can build on.

Start with the opportunity that matters.

Bring us the outcome you want and the product you already have. We will tell you what step one looks like.

Book a 30-minute product review