The verdict in three sentences
A London insurer receiving 25,000 contacts a month, 40% of them repetitive (policy documents, claim status, payment schedule, bank detail changes), can resolve 30% without an agent using an AI assistant connected to its policy and claims systems. At 4 to 6 GBP per handled contact, savings reach hundreds of thousands of pounds a year, for a project of 35,000 to 80,000 GBP in the London market. The non-negotiable condition: documented compliance with FCA Consumer Duty and UK GDPR, controlled data hosting, and a route to a human agent that is always available.
Which requests to give the AI, and which to keep
The customer operations director of a London general and protection insurer sees the same reasons every month. A third of calls concern documents already available in the customer portal but hard to find. Another block covers status updates on claims already filed. These need no advice or decision, only reliable access to the right information.
Anything touching underwriting, claims assessment or complaints must stay under human control. Under Consumer Duty, firms must deliver good outcomes and avoid foreseeable harm, and complaints handling under DISP rules needs human judgment. The assistant routes, qualifies and prepares the file; the agent decides.
| Contact reason (25,000 a month, 2026 ballpark) | Share of volume | AI assistant can handle | Condition |
|---|---|---|---|
| Policy documents and certificates | 15% | Yes, end to end | DMS connection and authentication |
| Claim status | 12% | Yes, read only | Access to claims system status |
| Payment schedule, direct debits, bank details | 8% | Yes, with checks | Strong authentication for bank changes |
| Cover questions | 10% | Partly | Answers cited from policy wording |
| Simple first notification of loss | 7% | Pre-qualification | Handover to claims handler |
| Complaints | 5% | No | Always routed to a human |
| Sales and advice | 43% remaining | No, routing only | Advice rules and Consumer Duty |
What an AI assistant costs in 2026
Budget depends mostly on integrations. An assistant answering from documents is cheap; one that reads claim status and updates bank details must connect to core systems, with strong authentication and security testing.
| Component (2026 ballpark, London market) | Range | Comment |
|---|---|---|
| Scoping, contact analysis, compliance | 7,000 to 13,000 GBP | DPIA and Consumer Duty outcome mapping |
| Document assistant (FAQs, policy wording) | 13,000 to 26,000 GBP | Cited retrieval, no account actions |
| Policy, claims and DMS integrations | 13,000 to 35,000 GBP | Depends on available APIs |
| Agent handover and history | 4,000 to 8,000 GBP | Context passed, no re-keying |
| Total project | 35,000 to 80,000 GBP | Depending on channels (web, app, WhatsApp) |
| Model usage cost | 0.02 to 0.08 GBP per conversation | UK or EU hosting |
| Kolonell, complex application | 7,000,000 to 15,000,000+ FCFA (10,670 to 22,870+ EUR) | Scope and integrations set in the quote |
Compliance: Consumer Duty, UK GDPR, operational resilience
Three frameworks apply. FCA Consumer Duty requires firms to show that customers get good outcomes, including vulnerable customers, so the assistant must detect signs of vulnerability and hand over to a human. UK GDPR requires a lawful basis, data minimization, a DPIA where health data is involved, and a processor contract with the model provider; the ICO's AI guidance sets expectations on transparency. The PRA and FCA operational resilience rules require mapping important business services and managing critical third parties. If you also serve EU customers, the EU AI Act transparency duties apply from August 2026.
In practice: UK or EU hosting, no reuse of conversations for model training, full logging, and monthly compliance review of a sample of answers. For security, see our cybersecurity service, and for assistant design, our AI service.
Mini case study
Rebecca, customer operations director at an insurer in London, handles 25,000 contacts a month at an average 5 GBP per handled contact, 125,000 GBP a month. The AI assistant resolves 30% without an agent, 7,500 contacts. At 0.08 GBP per conversation, these cost 600 GBP instead of 37,500 GBP.
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Gross saving: 36,900 GBP a month, about 443,000 GBP a year. With a 65,000 GBP project and 3,500 GBP a month to run (hosting, monitoring, continuous improvement), net saving exceeds 400,000 GBP a year, with payback in under 3 months. The insurer moves part of its team to complaints and retention rather than cutting headcount.
FAQ
Can the assistant advise on cover?
It can quote policy wording with sources, but not recommend a product. Advice stays with licensed staff, and the assistant hands over in under 2 clicks.
What resolution rate should we target?
25 to 35% of total contacts in year one, which is 60 to 80% of repetitive requests. Beyond that, the risk of wrong answers rises faster than the gain.
Where is data hosted?
In the UK or EU, with a UK GDPR processor contract and a no-training commitment. Regulators also expect exit plans for critical third-party providers.
How long to launch?
3 to 4 months for a first scope (documents and claim status), then extensions in 4 to 6 week increments. Plan a 4-week pilot on 10% of traffic.
What maintenance budget should we plan?
At Kolonell, maintenance runs 53 to 183 EUR a month, excluding model usage. London agencies often charge 15 to 20% of project cost a year.
Let's scope your project. Share your contact reasons and core systems, and we will scope a compliant first AI assistant release with a measurable 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.
