Data Strategy Assessment
We read your estate as it runs, typically in two weeks. You keep a costed modernization map with its TCO delta.
Explore Data Strategy AssessmentKnow what to build, on which platform, in what order and at what cost, before you fund any engineering.
Your estate, measured
Every workload read as it runs, with what it costs.
Every bet, priced
Each use case gets a cost and a written verdict.
One funded direction
A costed roadmap your board can approve.
Assess in two weeks, typically · Fixed price · The findings are yours
Programs that fail in the build were usually lost months earlier, in the decision: a platform picked before its workloads were measured, a use case picked for its sponsor, governance left for the first audit.
Measured, not assumed
Assess reads every workload as it runs and prices each move against the cost of standing still.
Decided in the right order
Governance first, then the platform, then the backlog. Each decision sets the terms for the next.
No is a valid answer
Every use case gets a written verdict, and Don’t build is recorded with the same care as Build.
We read your estate as it runs, typically in two weeks. You keep a costed modernization map with its TCO delta.
Explore Data Strategy AssessmentOwners, access tiers and lineage are decided before the next workload lands, in a governance model the platform enforces.
Explore Data GovernanceFabric, Databricks or the platform you run today, settled on the few workloads that carry the decision, before any migration is funded.
Explore Technology SelectionEvery candidate use case gets a written verdict. The survivors become a costed roadmap and delivery backlog.
Explore Data & AI StrategyOne agent is measured before it is built: Butter's free verdict, then typically two weeks on its data, controls and evaluation baseline.
Explore AI ReadinessAssess and the Blueprint phase settle five decisions, and each one sets the terms for the next.
Assess, typically two weeks: what runs where, on which platform and at what cost, with each move priced against the cost of standing still.
You receive
Costed modernization map
Every move priced against the cost of standing still, with its TCO delta.
Butter, from the Mandelbulb Kit
Accelerators, agents and products we build and maintain ourselves, brought into an engagement wherever they fit.
Use-case screen · Feeds the shortlist
A free first verdict on one AI use case, in about two minutes, with no call.
Plugs into Measure the estate
Explore more about ButterThis practice ends in a funded decision. The work after it belongs to the next practice.
Moving the estate and proving the numbers still match?
That is ModernizationBuilding a funded use case and running it in production?
That is Data & AIAlready on Databricks or Fabric and paying too much?
That is Data Estate Optimization
Government of Andhra Pradesh
Government · Tax administration
AI Tax Officer, which we delivered for Andhra Pradesh's Commercial Taxes Department, runs on decisions settled before the build: one shared data fabric, four interoperable modules, and an officer who decides on every AI draft. The department reports net GST up 21% and credits AI-based scrutiny as one driver among several.
The technology assists in identifying cases and preparing drafts, while the final decision remains with the authorised officer.







It delivers a funded decision: what to build, on which platform, in what order and at what cost. From Assess you keep the findings report, the costed modernization map and the use-case shortlist. From the Blueprint phase you keep the governance model, the target architecture and the priced backlog with its written verdicts. All of it is yours whether or not we build together.
Assess typically takes two weeks, and the Blueprint phase that follows typically takes two to three weeks. Each phase is fixed price and fixed scope, priced up front, so the cost does not grow with what the work recommends. For a single agent use case, Butter gives a free first verdict in about two minutes, and the AI Readiness pass typically takes two weeks.
We recommend whichever platform wins on your workloads, and the platform you run today is one of the candidates. The governance rules are set first, platform-neutral, and the platform is then chosen against them on the few workloads that carry the decision. The result is a target architecture with its reasoning written down, not a preference carried in from the last project.
Every finding is measured on your estate, so it can be checked. A typical strategy deck holds a maturity score, a long list of initiatives and a platform recommendation with no workload behind it, and nothing in it can be proved wrong. Assess reads every workload as it runs and prices each move against the cost of standing still. Every candidate use case gets a written verdict, and walk away is recorded with the same care as build.
You need the estate you want to decide about and the use cases you are weighing; nothing has to be built or migrated first. Assess reads every workload as it runs, so the work starts from the estate itself rather than from its documentation. The first step is a 30-minute working session on your estate and your use cases, which ends in one shared shortlist.
When the map is funded, the estate is ready to move. The map, the governance model, the target architecture and the priced backlog go with it. The question becomes how to move the estate and prove the numbers still match.
This practice
Decide
Strategy & Advisory
When the map is funded
Next practice
Next practice: Move, ModernizationBook a 30-minute working session on your estate and your use cases. It ends in one shared shortlist.