What changes once the architecture goes in.

Real processes, the companies that ran them, and the numbers that came out the other side.

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Client story

Starting from an existing network — how a GTM strategy launched a product without hiring a single salesperson

A GTM strategy for a services company with a product, no sales team, and no sales budget. The first pipeline came from an existing relationship network.

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Client story

Three routes per site — how a location-based data model eliminated duplicate documentation work

Every site visit requires documenting three installation route variants. Previously, documentation scope depended on the engineer.

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Client story

Six categories, one ID — how real-time project profitability became possible

Six cost categories were defined so that margin on a single project could be calculated. Previously, data was manually transferred from invoices to a spreadsheet.

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Client story

From a note to a signed offer in two minutes — how CRM automation removed the quoting bottleneck

Time from conversation to sent offer: 1–2 minutes. The sales rep writes a note, the client receives a finished document.

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Client story

Thousands of modifications, zero documentation — how AI-assisted analysis accelerates ERP migration

A methodology for AI-assisted analysis of legacy ERP modifications. Thousands of undocumented changes — not one described what it did or why it was made.

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Client story

One model for the whole team — how an IT consultancy stopped rebuilding context for every document

Every consultant connects the same organizational description to their AI tool. Previously, each person recreated it from scratch for every document.

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Client story

Every call scored 0–5 — how AI turned phone conversations into measurable data

Recording, transcription, and quality score of every call land automatically in the client's record. Previously, calls left no trace at all.

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Client story

How an active opportunity limit changed a sales team

Introducing an active opportunity limit per salesperson and tying commission to CRM data completeness changed the team's behaviour.

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Client story

Ten times cheaper per session — how four governance decisions brought AI costs under control

The cost of a single AI session dropped roughly tenfold — from about thirty to about three euro cents per session.

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Client story

From internal cost to new revenue line — how an IT company productized its own AI deployments

Five clients from the existing portfolio qualified for the first wave of the new offering. The model assumes recurring monthly revenue from each deployment.

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Client story

Thousands of tickets as a knowledge source — how the service desk stopped asking the same person

Thousands of service tickets were processed and made available as a source of answers. The archive, previously practically unused, became a working knowledge base.

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Client story

From one unofficial user to a team of nine — how AI adoption was designed as organizational change

From one person using AI tools unofficially to an entire development team working to a shared standard. Reach: 1 → 9.

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Client story

Zero lines of manual code — how an AI agent took over order processing from emails and PDFs

Zero lines of code written manually. The entire feature was built working with a programming agent, led by the product owner.

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Client story

How autonomous teams and client-level P&L restructured a services company

Client teams with full P&L responsibility replaced competency-based departments. Utilization rose toward the industry benchmark.

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Client story

Dozens of areas, one framework — how a company codified its best expert's method

A comprehensive diagnostic framework replaced one person's intuition as the company's primary sales tool.

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Client story

How stages with entry criteria cut the sales cycle and made forecasting reliable

The sales cycle shortened by nearly half after introducing stages with unambiguous entry criteria.

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Client story

Quote turnaround cut from four days to thirty seconds

A complete offer with scope of work, payment schedule, and executive summary — in thirty seconds. Previously: four to five business days.

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Client story

Three names for the same service — how a company model became the single source of truth

The same service ran under three names and three prices. Now it has one definition, one price, and one owner.

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Next step

Let's write down how your company actually works.

  • 45 minutes, and no preparation needed
  • An honest read on where you sit today
  • The first process worth automating — and why that one
Maciej Puchała
Maciej Puchała Founder +48 729 0 87 87 0 contact@celvaron.com