The verdict in three sentences
In a loss adjusting firm, writing the report often takes longer than the site visit itself: 3 hours per claim is a common order of magnitude. A generative AI integrated into your claims tool can produce a structured first draft from notes, photos and file documents, for 0.10 to 0.50 EUR per report and a project of 20,000 to 40,000 EUR excl. tax. The realistic target is 1 hour per report, with mandatory human review and data hosted in Europe.
What AI does well, and what it must never do
A claims report follows a stable structure: circumstances, findings, causes, cover triggered, quantum, conclusions. The adjuster has voice notes, photos, the contractor's estimate, the policy and sometimes counter-reports. AI excels at turning this raw material into clean text that follows the firm's template and the vocabulary of instructing insurers.
AI must not, however, conclude on liability, apply an excess or validate a quantum. Those elements commit the adjuster and the firm. The system must therefore flag every generated passage visually and block sending until the adjuster has approved the sensitive sections.
| Task | Automatable share | Adjuster's role |
|---|---|---|
| Transcribing site visit voice notes | 95 % | Quick check |
| Drafting circumstances and findings | 70 to 80 % | Review and correction |
| Describing damage from photos | 50 to 60 % | Technical additions |
| Cause analysis | 30 to 40 % (suggestions) | Adjuster's decision |
| Applying cover and excess | 0 % | Adjuster's sole decision |
| Formatting per instructing insurer | 90 % | Final check |
| Summary and cover letter | 80 % | Signature |
Budget: integration, usage and operations
| Item | Core version | Advanced version |
|---|---|---|
| Connection to the claims management tool | Import of documents and notes | Full two-way integration |
| Report templates | 3 templates (water damage, fire, breakage) | 10 templates + rules per instructing insurer |
| Voice transcription | Included | Included, custom trade vocabulary |
| Photo analysis | Simple description | Damage spotting and captions |
| Hosting | Model via API hosted in Europe | Dedicated European instance, full logging |
| Integration cost | 20,000 EUR excl. tax | 40,000 EUR excl. tax |
| AI cost per report | 0.10 to 0.25 EUR | 0.25 to 0.50 EUR |
| Lead time | 8 weeks | 12 to 14 weeks |
On 6,500 reports a year, AI usage cost stays modest: 650 to 3,250 EUR per year. The real budget is integration and secure hosting, to plan at 300 to 800 EUR a month depending on architecture. These amounts are 2026 market estimates.
Compliance is central. Files contain policyholders' personal data, sometimes health data for bodily injury. Require European hosting (or UK hosting under UK GDPR), a contractual commitment that data is not reused to train models, a data protection impact assessment and a log of every generation.
Mini case study
Isabelle, managing director of a 40-adjuster firm, handles 6,500 claims a year. Each report takes 3 hours to draft, 19,500 hours a year.
By cutting that to 1 hour, the firm frees 13,000 hours. To stay prudent, she values only half of them, reassigned to extra site visits: 6,500 hours at 60 EUR loaded hourly cost, 390,000 EUR of recovered capacity per year, or the equivalent of 1,600 additional claims without hiring.
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On cost: integration at 32,000 EUR excl. tax, AI at 2,000 EUR a year, hosting at 6,000 EUR a year. Year one comes to 40,000 EUR, covered by just over one month of recovered capacity. Illustrative scenario, not a real client.
FAQ
Do instructing insurers accept AI-drafted reports?
The report is still signed and approved by the adjuster, who is accountable for it. Several insurers do ask to be informed: add a clause to your agreements and keep traceability of generated passages.
Can we use a consumer tool at 20 EUR a month?
Not for policyholder data: you lose control of hosting, retention and access logs. Saving a few hundred euros exposes the firm to GDPR risk with fines of up to 4 % of turnover.
How long until adjusters adopt the tool?
Allow 4 to 6 weeks. Start with 5 volunteer adjusters on a single claim type, measure time saved over 100 reports, then roll out.
Does AI make up facts?
The risk exists if it drafts without sources. The system must generate only from the file documents and cite the source document for every statement, which brings errors down to a level that review can catch.
Do we need a model trained on our reports?
Rarely at the start. Around fifty exemplary reports used as references are enough to reproduce the firm's style, without specific training that would cost another 10,000 to 30,000 EUR.
Let's scope your project. Share three anonymised reports and your claims management tool: we will price an integration between 20,000 and 40,000 EUR excl. tax with an 8-week pilot. Detailed quote within 48 h. WhatsApp +221 77 596 93 33.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.