Managed agentic AI, prepared and owned by you

Working AI in thirty days, not thirty months.

AI delivered before your competitors finish planning — managed agentic AI delivery for business workflows and infrastructure, prepared, integrated, and owned by you.

Dandori prepares your AI the way a craftsman prepares before the first cut — intent aligned, dependencies mapped, systems of record connected, everything measured. So when it runs, it runs reliably. No multi-year program. No science experiment. One governed workflow, proven on your real operations in thirty days.

Start the 30-Day Dandori Proof → Why "Dandori"?

Managed AI delivery, tailored to how your operation actually runs.

  • Pay after proof
  • No embedded engineers required
  • Full agent governance
30 days
From first conversation to an agent doing real work
One workflow
We prepare it completely before we automate anything
Yours to keep
The setup, the rules, the learning — it all belongs to you
Why Dandori, and not the others

A multi-model framework, delivered by people who know your systems.

Our agentic framework isn't tied to a single AI model. It routes each task to the right one — open-source models where data must stay private or on your own infrastructure, commercial frontier models only where the work genuinely needs them. That's how we deliver fast without overpaying, and keep sensitive information secure by design.

The framework is what makes us quick. The craft is what makes it hold: senior integrators who understand how a business actually runs — deep in SAP, Salesforce, databases, and real operations — preparing each agent until it produces the same reliable result every time. Preparation done properly is dandori, and it's why our work holds when others' doesn't.

How the framework delivers fast

Many models, one framework — matched per task for cost, speed, and sensitivity. Open-source models keep private data secure and can run in your own environment; commercial models are used only where they earn their cost. You move at machine speed without a blank cheque or a data-exposure risk.

Why the craft makes it hold

A framework anyone can license. Deep understanding of your systems, applied by people who've done it for years, cannot. Preparation done properly, AI shaped into results you can actually trust — that's the part that can't be bought off a shelf, and it's ours.

See how the multi-model framework works →
Built to outlast the model

Your AI keeps what it learns — even when the model changes.

Every agent we build improves over time through a feedback loop: it runs on real work, corrections are captured, and it gets steadily better at the job. But the important part is what happens to those learnings — we capture them as a durable, portable asset, so when a better model arrives, you carry everything the AI has learned across to it. The AI grows with any model. You're never locked to one vendor's roadmap.

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Learns through a feedback loop

The agent runs on your real work, every correction is captured, and it improves at the job over time — not a static tool, but one that gets better the longer it runs.

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Captures the learnings, not just the outputs

Those improvements — the rules, the context, the hard-won judgment about your operation — are recorded as a durable, portable asset, held above any single model, and owned by you.

検

Grows with any model

When a better, cheaper, or more focused model arrives, you move to it and bring every learning with you. You upgrade the engine without losing what the AI learned — and without vendor lock-in.

That means every workflow you prepare becomes reusable company infrastructure that compounds over time — not disposable prompt work you rebuild with every model change.

Everyone else sells you a model to lock you in. Dandori builds the layer that learns and lasts — so the model underneath can change as the market does, and everything your AI has learned stays yours. How the independence works →

Why we can promise this

The reason we can build the layer that lets you leave isn't technical. It's craftsmanship.

Dandori is built on craftsmanship — and craftsmanship carries a certain confidence. The confidence to say: we will serve you at the highest level a craftsman can, or you can take everything your AI has learned and move to another service. No hostages. No lock-in. Just work good enough that you stay because you want to, not because you're trapped.

That is the difference between selling a framework and doing the work well.

What we will do for you

We build an AI to meet your requirements.

Whatever the job — a single task, an end-to-end workflow, a manufacturing process — we build an AI to improve it, prepared around how your operation actually runs. Once it works, you own it. If we can't make it work, you pay nothing.

The easiest place to start is the work that's manual, repetitive, document-heavy, or decision-heavy. These business-workflow agents are a natural entry point — proven value in thirty days, before expanding into deeper, infrastructure-aware AI.

Sales

Sales Operations Agent

Prepares account research, CRM updates, meeting briefs, follow-up drafts, and opportunity summaries.

Outcome: less admin, better sales preparation.

Finance

Finance Operations Agent

Summarizes spend, flags exceptions, prepares variance explanations, and supports recurring reporting workflows.

Outcome: faster month-end and operating visibility.

Support

Customer Support Agent

Triages requests, finds relevant knowledge, drafts responses, and escalates based on rules and customer context.

Outcome: faster response and more consistent service.

Documents

Document Intelligence Agent

Extracts, compares, summarizes, and routes contracts, policies, RFPs, reports, and operational documents.

Outcome: faster review without losing human control.

Executive

Executive Briefing Agent

Turns emails, dashboards, documents, project updates, and operational signals into concise leadership-ready briefs.

Outcome: better decisions with less synthesis time.

Back Office

Procurement / HR / Vendor Agent

Automates intake, summarization, policy checks, routing, status updates, and exception escalation.

Outcome: smoother operations and fewer dropped handoffs.

Different jobs, one way of working — each prepared around your systems of record and proven on your real work before you rely on it. Start with one; the groundwork carries into the next.

See everything we build →
Why we start slow to move fast

Most AI fails because no one prepared the work.

AI doesn't fail because the model is weak. It fails because the work was never prepared — the context, the rules, the order of steps. A tool gets dropped in, told to "figure it out," and quietly makes a mess, or does nothing at all.

Dandori prepares the work first — so the agent can run reliably, safely, and under your control. A craftsman doesn't rush to the cut; they measure, mark, and lay out every tool first. That discipline is exactly why we can promise thirty days.

The difference

Prepared, not improvised

  • We learn how your operation actually works — the systems, the rules, the edge cases — before touching a tool
  • We write down the rules — what the agent does, what it never does
  • We set the exact points where it checks with you
  • We prove it on real work before you rely on it
  • Everything it learns is written down and kept — as yours

That discipline has a shape — four cuts, run on every agent, no step skipped. The first two are the eight-tenths the proverb talks about.

一 Understand the grain 二 Mark the lines 三 Fit the joint 四 Prove and hand over
See the full method, cut by cut →
The meaning behind the name
段取り dan·do·ri段 dan — a step, a stage
取り tori — to take, to arrange

is the preparation and sequencing a craftsman does before the real work begins. Get it right and the work almost does itself.

Read the full story →

段取り八分、
仕事二分

dandori hachibu, shigoto nibu

"Preparation is eight-tenths of the work; the work itself is two." The outcome is decided before you begin. We named the company after it because it's the whole idea.

Why Dandori is different

Not a chatbot. Not a consultant. A prepared agent you own.

Most agentic-AI options fall into three buckets. Here's where each one leaves you — and where we're different.

The tool

A subscription you have to run yourself

A generic chatbot or "AI platform" you rent monthly. Powerful in theory, but you're the one who has to configure it, prompt it, correct it, and hope it behaves. The work of making it useful is quietly handed to you.

The consultant

A strategy deck and a large invoice

An integrator or consultancy that studies your organization for months and delivers recommendations. Thoughtful, expensive, and slow — and at the end you often have a plan, not a working thing.

Dandori

A working agent, prepared and handed over

We do the preparation a consultant would, then actually build the agent a tool would make you build yourself — and in thirty days you have something that works, that you understand, and that belongs to you.

Questions leaders ask us first

Straight answers, before you spend a minute more.

Who governs what the agent can do? How does it integrate with our systems of record? What happens when it is wrong? What do we actually own? Fair questions — answered plainly.

Read the FAQ →
Who does the work

The magic isn't the model. It's the delivery team.

Frameworks are just tools — everyone has them. The real work is done by people who deeply understand how a business runs: the system integrators who know SAP, Salesforce, databases, and real operational processes from years of doing it.

They give the AI the understanding it needs. Then the art begins — molding it to produce the same reliable result every time. A framework anyone can buy. That understanding, applied by seasoned hands, cannot.

See how the magic happens →
  • Real system expertise — SAP, Salesforce, warehouses, manufacturing tools
  • Understanding first — the AI can only act on what it's given
  • Then the art — shaping AI into repeatable, reliable results
  • Can't be commoditized — deep human craft is the moat
Representative outcomes

What the proof is designed to produce.

These are the outcomes a Dandori proof is built to deliver — the backlog cleared, the process that now runs the same way every time, and the audit trail that means it can be trusted in production. Written in the voice of the operators they're built for.

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Two AI pilots that never left the lab — then one workflow scoped, integrated with the ERP, and in production in a month: governed, logged, and defensible to audit.

Scenario: industrial manufacturerMulti-plant operation
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The first weeks spent understanding how the process actually runs, exceptions and all. By day thirty the agent handles it the way the best people would — with a clear reason behind every decision.

Scenario: distribution & logisticsNational footprint
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What earns board sign-off is ownership and control: no lock-in, no black box — the process documented and running under your governance, yours to keep if you ever walked away.

Scenario: financial services groupMulti-entity operation

Representative scenarios illustrating the outcomes a Dandori proof is designed to produce — not attributed customer quotes. Named client references will be added as our first proofs complete.

段取り八分 · Preparation decides the outcome

Bring one workflow. We'll prepare the rest.

Book a working session — not a sales pitch. We'll identify the one workflow worth proving first, and show you exactly what thirty days would deliver.

Book a workshop →