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About

KLR is named for what refraction does: take one confused input and separate it into components you can actually work with. That is the whole method, and it is why the mark is a beam meeting a facet.

Founded
2025
Model
Remote-first, embedded
Disciplines
Six, one team

Most consultancies sell you certainty they do not have. We would rather be the firm that tells you the uncomfortable version early, while it is still cheap to act on.

What we believe

01

The bottleneck is rarely technical

By the time a company calls a consultancy, the technology is usually the symptom. The real constraint is an undocumented process, a decision nobody owns, or two teams solving the same problem in opposite directions. We start there because starting at the code wastes your money.

02

Generalists ship, specialists optimise

A team that can move between a positioning argument, an interface decision and a database schema in the same afternoon will get to a working answer faster than three teams passing documents. We staff for range first and depth second, in that order.

03

AI is a component, not a strategy

It is a genuinely new capability and it belongs in a lot of systems. It is not a plan on its own. We are equally willing to tell you the answer is a scheduled job, a schema change, or removing a process nobody needed.

04

You should be able to leave

Documentation, handover and code your own team can read are not the polite ending to an engagement. They are the proof it was done properly. A client who cannot leave was never a client, only a dependency.

Approach

A method, not a proposal template.

Four phases. The first two are short and cheap on purpose — you should be able to find out whether we are useful before making a large commitment.

  1. 01RefractWeek 1–2

    Separate the problem into its actual components.

    We sit inside the operation. We map how work really moves — not how the process document says it does — and we find where value leaks. You get a written view of your own business that is usually uncomfortable and always useful.

    You receive

    • Systems and process map
    • Opportunity model
    • Risk register
  2. 02FocusWeek 2–3

    Decide what to build, and what to refuse to build.

    Every opportunity gets sized against effort, payback and reversibility. We recommend a sequence and we are explicit about what we think you should not do. A shorter plan you finish beats a comprehensive one you abandon.

    You receive

    • Prioritised roadmap
    • Architecture direction
    • Commercials
  3. 03BuildOngoing

    Ship in slices, in production, in the open.

    Small, reviewable increments behind flags, with tests and monitoring from the first release. You see the work in a shared environment every week. There is no reveal at the end, because a reveal is just risk that was hidden until it was expensive.

    You receive

    • Working software
    • Weekly demo
    • Documentation as we go
  4. 04CompoundPost-launch

    Measure honestly, then improve or stop.

    Instrumentation is part of the build, not a follow-up project. We agree what success looks like before launch, report against it afterwards, and are willing to tell you when something is not working. Then we either hand over cleanly or keep going.

    You receive

    • Live metrics
    • Handover and training
    • Next-quarter plan

Operating principles

Say the hard thing early

The most expensive part of a project is the concern nobody raised in week two. We would rather lose a scope than let it fail quietly.

Small enough to reverse

We prefer changes that can be undone. Reversibility is worth more than elegance, especially in someone else's production system.

Own the outcome, not the ticket

Delivery is not the finish line. If the thing shipped and nothing improved, it did not work — and that is our problem too.

Leave the team stronger

Every engagement ends with documentation, a walkthrough and people who understand what they now own. Dependency is not a business model.

What we are not going to pretend about

KLR AI is new. There is no wall of client logos on this site, no testimonial carousel, no invented percentage. Everything on these pages is either something we can do, something we believe, or something clearly marked as a concept.

What you can judge us on right now is the thinking in the concept projects, the arguments in the insights, and this site — which we designed and built ourselves, including the real-time graphics, on the same standards we would apply to your work.

If that is not enough evidence yet, that is a reasonable position. Start us on something small.

About

Thirty minutes, no deck. Describe the situation and we will tell you what we would do, whether or not it involves hiring us.

Typical first engagement
2–3 weeks
Working model
Embedded, in your tools
Reporting
Weekly demo, monthly review
Handover
Documented, always