AI Operations Consulting · Managed Agent Teams

Train. Validate. Build. Run.

Four connected ways to turn AI spend into capability your competitors can't copy: upskill your team, prove ideas in weeks, ship products, and run them with managed agent teams that keep a human accountable.

Each one stands alone. Together they compound.

No sales pitch · A strategic conversation about fit

72% use AI · 11% scaled it (McKinsey 2024)

Capability that compounds 01 · Train 02 · Validate 03 · Build 04 · Run

Four offerings, one loop. Hover a stage to see how it connects. Click to explore it.

Scroll: why tools aren't enough

Train · Validate · Build · Run. Managed agent teams: first pilots. Agents do the work · Humans own the result. PoC in 2–3 weeks. MVP in 4–6 weeks. 72% use AI · 11% scaled it (McKinsey 2024). Open-source stack · You own what we build with you. Human in the loop · on the loop · at the helm. Logistics · Operations · Manufacturing

The problem

The Leadership Gap

Efficiency and leadership are different outcomes. Almost every mid-market company has bought the first one. Very few are building the second, and the difference shows up in what your customers can feel.

McKinsey 2024: 72% use AI, but only 11% scaled it. Most use AI like a search box.

Logistics Operations Manufacturing Mid-market
What most companies believe

“We're AI-ready”

  • Tech team using AI
  • Everyone has ChatGPT access
  • Training completed
Result Tools, not transformation.
IT builds Business builds, IT enables
What leaders build

Organizational innovation capability

  • Business teams build solutions in weeks
  • No waiting for the IT backlog
  • Test and iterate independently
  • Capability across all five dimensions
Result Competitive advantage that compounds.

The gap isn't tools. It's whether your entire organization can innovate with AI.

That capability is measurable, across five dimensions, from Absent to Compounding.
The system

Four moves. One loop.

Each offering stands on its own. Together they compound: trained teams validate better ideas, validated ideas become products, products need capacity to keep improving, and what the agent teams learn flows back into training.

How the loop closes

  • Train → Validate Trained teams frame sharper hypotheses and co-build the PoCs that test them.
  • Validate → Build What survives a sprint becomes product scope, with the evidence attached.
  • Build → Run Shipped products need capacity to keep improving. Managed agent teams provide it.
  • Run → Train What agents and their human leads learn in production feeds the next cohort.
  • Run ⇢ Validate The Product BA team runs discovery: stakeholder noise to a signed hypothesis in days.
  • Run ⇢ Build The Product Development team ships inside your squad or takes over a live product.
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Tools

We also build our own software.

Tools we run and maintain ourselves, starting with the Dynamic Query Tool: ask questions of your spreadsheets in plain English, no SQL required.

See our tools
New 04 · Run · Agent Teams

Agents do the work. Humans own the result.

AI agents do the work. A named human lead owns the result. You buy an agreed outcome instead of headcount.

  • A team of agents with a named human lead accountable for the outcome
  • Contracted around service-level objectives and a metric leadership agreed
  • Weekly human review of the real work; monthly report to leadership
Assessment

The AI Maturity Index

Everyone claims “AI-ready”

  • Using ChatGPT like a search box (72% of companies, McKinsey 2024)
  • Having Copilot licenses nobody measures
  • A tech team doing something with AI

Real AI readiness

  • Know what capabilities your business needs for your mission
  • Measure progress objectively across five dimensions
  • Build competitive advantage, not chase trends
Self-assessment
Drag to score your reality
01 Ad-hoc 1

Individuals experimenting. No shared standard.

02 Ad-hoc 1

Individuals experimenting. No shared standard.

03 Ad-hoc 1

Individuals experimenting. No shared standard.

04 Ad-hoc 1

Individuals experimenting. No shared standard.

05 Ad-hoc 1

Individuals experimenting. No shared standard.

Presets
Your index Illustrative
1.0 / 4.0 25% of leadership

Pilots in motion, nothing compounding

Individuals are experimenting. There is no shared standard, so learning stays local.

Strategy People Data Internal Customer
Exploited

Your weakest dimension is Strategy. That is where competitors will move first.

Spread

0.0 points between strongest and weakest: reasonably even.

Customer gap

Internal and customer-facing capability are aligned. That's rare, and defensible.

Start here · 01 Train AI Capability Programs Your team isn't building by default yet. Capability first: a cohort moves every other dimension. Explore Train Get this mapped with your team

Self-scoring is directional · The workshop version is evidenced

Without clear metrics you're flying blind. Where you are today determines what you build next. Where you're weakest determines what competitors exploit.

Case evidence

From operational efficiency to competitive differentiation

A mid-market logistics operator with a tech team that had already deployed Copilot. What follows is what changed once the rest of the business started building.

“We thought we understood AI because our tech team added Copilot and most people were using ChatGPT. Then I realized my team was being left behind. We had tools, but no idea what to use when, or how to move fast.”

“Now we've leveled the playing field across the company. We're scaling projects in weeks that used to take months. We're retaining talent because they see we're serious about this. This is an ongoing road, and I don't know exactly where it leads. But we've built a team complemented by Flowcraft where the challenge is technology maturity and learning, not knowledge dependency.”

Attribution

Corporate Manager

Logística Internacional

Logistics

The gap that matters now is the one between you and where your competitors will be in 12 months .

Read the full cases
How we work

No lock-in. No dependency. That isn't a slogan: it's the exit criteria.

Most consultancies sell continuity. We sell the opposite: a team that can decide what to build, build it on open tooling, and keep extending it after we've gone. Managed agent teams are different by design: you rent an outcome, and the process behind it stays ours.

  • 01

    We build with you

    Your team's hands on the keyboard, ours alongside.

  • 02

    You own what we build with you

    Code, agents, evals and playbooks from programs, sprints and builds stay in your estate.

  • 03

    Humans stay accountable

    Every agent team has a named lead who owns the result.

  • 04

    Capacity you rent, capability you keep

    Agent teams are capacity you rent by the outcome. Programs, sprints and builds leave the capability with you.

Objections, answered

What CEOs ask before the first call

The questions we hear in almost every first conversation. If yours isn't here, bring it to the strategy call.

Ask it directly
01 Where should we start: training, a sprint, a product or an agent team?

Score yourself on the Maturity Index above. Low People score: start with a cohort. Capability but nothing live: a PoC sprint. Internal excellence customers can't feel: a client-facing product. Capability embedded but capacity short: a managed agent team. You can enter the loop at any of the four.

02 We already paid for Copilot and a training day. Why isn't that enough?

Because licenses measure distribution, not capability. McKinsey's 2024 data shows 72% of companies use AI while only 11% have scaled it, and most people use it the way they used Google Search. Tool access makes existing processes more efficient. Advantage comes from an organization that can decide what to build, build it, and run it.

03 Who is accountable when an agent gets it wrong?

A named human lead on our side. Every managed agent team runs a weekly human review of the real work, tunes the guardrails from what it finds, and reports the agreed metric to leadership monthly. Agents do the work; a person owns the result.

04 Do we end up dependent on Flowcraft?

Not unless you choose to be. Programs transfer capability, and sprints and products run on open-source tooling in your infrastructure, so what we build with you is yours: every artifact, prompt, agent and eval. Managed agent teams are the exception by design: you rent an outcome, and the process behind it stays ours.

05 What size and sector of company does this fit?

Mid-market operators where the CEO still shapes the roadmap. Our deepest evidence is in logistics, distribution and manufacturing, but the five dimensions are sector-neutral. If your competitive edge is operational, this applies.

06 How fast do we see something real running?

A PoC sprint puts working software on your real data inside the first week and a decision in your hands within three. In the logistics case, the first working PoC took two weeks, and the platform was in production with the main carriers by month four.

Get started

Start with the move that fits now

Thirty minutes to work out which of the four moves comes first, or whether we're the right partner at all. No sales pitch.

Recommended first step 30 minutes · video call

Strategy call

Want to discuss whether this makes sense for you? We'd cover:

  • Where you are across the five dimensions
  • Which of the four moves comes first, and why
  • What a program, sprint, build or agent team would look like
  • Whether we're the right partner at all

No sales pitch. A strategic conversation about fit, including telling you when we're not the right partner.