AI Growth Diagnosis

Case Study · Consulting · Internal AI System

Four weeks to two.
Three people to one.

Klevie built Atlas to fix a bottleneck in its own house. A growth diagnosis used to take three to four weeks and tie up three people before a client saw a single conclusion. The decisions still belong to the consultant.

2 months to first useful version
Growth consulting
Diagnostic system
Growth diagnosis · elapsed time
4 weeks → 2
from discovery to a diagnosis the client can act on
−85%
Hours per diagnosis
3 → 1
People on each diagnosis
3 layers
Of validation before a conclusion
Internal
Klevie running what it sells
The problem

Expensive people,
slow output.

Before Atlas, every growth diagnosis, the 360° Analysis that opens a Klevie engagement, ran on manual work. A data analyst went through the client's spreadsheets. The analyst and the consultant met to make sense of them. Someone else handled market and competitor analysis.

Then, once the analysis existed, a person still had to structure it, build the report and build the presentation. That was the work of three people, and it capped how many diagnoses Klevie could run at once.

The output was good. It was also slow and costly to produce, which is the worst combination for the piece of work that opens every engagement.

What kept going wrong

Three to four weeks before a client saw a single conclusion

Three people tied up on one diagnosis: analyst, consultant, market research

Manual passes through client spreadsheets, every time

Structuring, report and presentation built by hand after the analysis

A hard cap on how many diagnoses could run in parallel

What Klevie built

Atlas: the analysis,
not the decision.

Atlas is Klevie's internal diagnostic system, an AI engine wrapped in a proprietary framework. It takes what the client shares in discovery, how the business started, what they have already tested, results, revenue, margin, investment made, data history, and produces a first map of what is holding growth back.

It runs inside the Klevie Growth Engine, delivered through the Scale Check in four points of contact. It is the same kind of system Klevie builds for clients, described in AI systems for business operations.

01
Discovery input

What the client shares in the discovery conversation goes in as it is, without a week of manual preparation first.

02
A first map of the blockers

Atlas produces the initial read on what is holding growth back, instead of a person building it from scratch.

03
Market and competition in the same pass

The work that used to need a third person happens alongside the rest.

04
Three layers of validation

Checks sit inside the system before any conclusion reaches the consultant, which is what replaced the double-checking.

05
Consultant review

The consultant reviews rather than re-does, which is a different and much faster job.

06
Report and decision

The time freed goes into judgment and into what the findings mean for the client.

The result

The same diagnosis,
in half the time.

Elapsed time
4 weeks → 2
or less, per diagnosis
−85%
Hours per diagnosis
2 months
To the first useful version
People
3 → 1
running each diagnosis
Freed
Analyst and market researcher
Shifted
From assembly to judgment
Trust
3 layers
of validation before any conclusion
Reviewed
Not re-done
Consultant
Owns every decision
What did not change

The system acts.
The human decides.

The reason to be careful here was the honest one: the fear was that Atlas would hallucinate and hand back invented figures, or miss the full picture of the business. That fear was well placed enough that, at the start, Atlas cost more time than it saved, because the team checked everything it produced. Confidence came in steps, through iteration and through moving to stronger models, until the checking lived inside the system itself.

The conclusions and the decisions are always the consultant's. Atlas speeds up the analysis and does the heavy lifting; a person decides what it means for the client. Atlas is Klevie using what it sells, and it is the first place the pattern was proven, on Klevie itself.

Figures here are observed in Klevie's own delivery rather than measured to the minute, and are given as approximations.

Where the line sits

Atlas does the analysis, the market research and three layers of validation before anything reaches a person.

The consultant reviews, concludes and owns every decision.

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