The verdict in three sentences
An insurer in Lisbon receiving 5,000 emails a month in a shared inbox loses days routing claims, certificate requests and cancellations to the right handlers. An AI triage and prioritization application, with reply drafts approved by a human, costs 4,000,000 to 7,000,000 FCFA at Kolonell (6,100 to 10,670 EUR) and rolls out in 10 to 12 weeks. The realistic goal is cutting first response time from 72 h to 24 h without hiring.
The hidden cost of a poorly routed inbox
The customer relations director of a Portuguese insurer often manages a single address fed by policyholders, brokers and partner garages. An agent reads each message, forwards it to motor claims, health or underwriting, then follows up. During renewal season, the queue climbs to several hundred unread messages.
| Email reason (typical split, 2026 order of magnitude) | Share of volume | Expected handling | Current average delay |
|---|---|---|---|
| Claim notification or follow-up | 30 to 35% | Claims handler, high priority | 48 to 96 h |
| Certificate or green card request | 20 to 25% | Template reply with document | 24 to 72 h |
| Cancellation or policy change | 10 to 15% | Underwriting, regulatory compliance | 72 h and more |
| Premium or payment question | 10 to 15% | Customer accounting | 48 h |
| Partner brokers and garages | 10% | Dedicated contact | 48 h |
| Formal complaints | 3 to 5% | Complaints officer, audit trail | Variable |
Across 5,000 emails, manual routing alone takes about 2 minutes per message, or 165 hours a month, nearly one full-time position. Complaints buried in the flow also expose the insurer to the regulator (ASF in Portugal).
What the AI application does
The application connects to the mail system (Microsoft 365, Google Workspace or IMAP server). Each incoming email is analysed by a language model that detects the reason, extracts the policy number, licence plate or claim number, and assigns a priority level. The message is routed to the right queue, and a reply draft is prepared from templates approved by compliance. The handler reviews, edits and sends: no reply goes out without human approval.
| Module | Function | Share of budget |
|---|---|---|
| Mail connector | Read, tag, forward, attachments | 10 to 15% |
| Classification and extraction | Reason, priority, policy number, language (Portuguese, English) | 25 to 30% |
| Reply drafts | Templates per reason, approved tone, policy data insertion | 20% |
| Handler interface | Queues per department, approval, reassignment | 15 to 20% |
| Dashboard | Delays by reason, volumes, AI correction rate | 10% |
| Security and logging | Redaction, access logs, controlled hosting | 10% |
AI model usage costs stay modest: for 5,000 emails a month, expect as an order of magnitude 30,000 to 80,000 FCFA (50 to 120 EUR) per month in API usage, plus Kolonell maintenance at 75,000 to 120,000 FCFA (110 to 180 EUR) per month.
Delays, accuracy and safeguards
Good triage usually reaches 90 to 95% correct classification after two weeks of tuning on a history of 2,000 to 3,000 anonymised emails. Low-confidence messages stay in a "to qualify" queue for a human. Personal data is masked before being sent to the model where possible, and logs remain available for any GDPR audit.
| Phase | Duration | Result |
|---|---|---|
| Scoping and anonymised history extraction | 2 weeks | List of reasons, priority rules |
| Connector and classification development | 4 weeks | Automatic triage on a test inbox |
| Drafts and handler interface | 2 to 3 weeks | Pilot version |
| Pilot with the motor claims team | 2 weeks | Accuracy measurement, fixes |
| Full rollout | 1 week | All departments |
Mini case study
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Illustrative scenario: Inês, customer relations director at a property and casualty insurer in Lisbon, receives 5,000 emails a month. Routing and template replies keep 2 agents busy at about 2,000 EUR a month each, or 4,000 EUR per month. With automatic triage and drafts, the team saves about 60% of the time spent on certificates and routing, the equivalent of 2,400 EUR a month reassigned to claims handling. For a project at 5,500,000 FCFA (8,380 EUR) plus about 230 EUR a month for API and maintenance, the net gain is around 2,170 EUR a month, and the investment pays back in about 4 months, before counting fewer delay-related complaints.
FAQ
How much does AI email triage cost for an insurer?
At Kolonell, a medium-complexity application costs 4,000,000 to 7,000,000 FCFA, or 6,100 to 10,670 EUR. Add 30,000 to 80,000 FCFA (50 to 120 EUR) per month in API usage for about 5,000 emails.
Does the AI send replies to policyholders on its own?
No, it prepares drafts that the handler approves before sending. Only highly standardised replies, such as an acknowledgement of receipt, can be automated if management decides so.
What error rate should we expect?
After tuning, 5 to 10% of emails are misclassified or sent to the "to qualify" queue. The rate falls as handler corrections are used to refine the rules.
Is policyholder data protected?
Numbers, names and contact details can be masked before analysis, and every access is logged. Hosting is chosen with IT to comply with GDPR and the insurer's regulatory requirements.
How fast does first response time drop?
The move from 72 h to about 24 h is usually seen within the month after full rollout. The complete project takes 10 to 12 weeks.
Let's scope your project. We analyse a sample of your emails, define reasons and priorities, then price the application between 4 and 7 million FCFA for a 10 to 12 week rollout. 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.
