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Industries we transform

Sectors where we've moved AI from pilot to production.

Six sectors · agentic AI in production · process execution, not pilots. Pick your sector — see how Celthrac puts peer organisations in the other five percent.

In motion

Six sectors. One operating discipline.

01 · Financial services

Close, reconcile and decide — agents run the cycle.

02 · Insurance

Claims and underwriting a regulator and a board both sign off.

03 · CPG & retail

Margin discipline at planetary supply chains.

04 · Telecoms & media

Customer experience at carrier scale, sovereign.

05 · Construction

Plan, procure and build with agentic project controls.

06 · Travel & leisure

Service and operations at peak-season scale.

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Financial servicesInsuranceCPG & retailTelecoms & mediaConstructionTravel & leisure
Sector reality

Your sector is not generic.

Sector context drives architecture. Constraints, regulators and economics that hyperscaler reference architectures miss. We've shipped here — and we know which of our patterns translates, and which doesn't.

01 · Financial services

Close, reconcile and decide — agents run the cycle, humans approve.

Accounting, FP&A and fintech operations — where agentic AI executes the month-end close, reconciliations, forecasting and KYC/AML decisions end to end, under a control framework your auditor signs.

DomainsAccounting · Finance · Fintech

Autonomous agents reconcile, match and post across entities — a ten-day month-end becomes a continuous, same-day close.

Agents clear the ledger and route only true exceptions to a human — every action carries full lineage.

Forecasting and decisioning aligned to EU AI Act tiers — register, evaluation and audit pathway built in.

EU financial-services group · autonomous close
Featured case · agentic process execution

From a ten-day month-end to a continuous, audit-ready close.

A European financial-services group ran its close on spreadsheets and overtime. We deployed agentic AI that reconciles, matches and posts across entities — humans approve exceptions only — turning a ten-day month-end into a same-day, audit-ready close with a control trail the auditor signed.

Domains · Accounting · FP&A · FintechPattern · Agentic process executionRegion · EUCompliance · ISO 27001 + EU AI Act
See the case studies
Financial-services deep dive
02 · Insurance

Claims and underwriting a regulator and a board both sign off.

Claims triage, underwriting, fraud and customer ops — where agentic AI executes the workflow under human-in-the-loop policy, and either passes model-risk review or it doesn't ship.

WorkflowsClaims · Underwriting · Fraud

Agentic triage reads, classifies and progresses claims; adjusters approve and own the edge cases.

Risk-tiered models evaluated against gold sets, with documented lineage end to end.

Aligned with EU AI Act risk tiers — register, audit and incident pathway built in.

EU insurer · agentic claims
Featured case · 11 weeks to production

Claims triage and underwriting a regulator and a board signed together.

A European insurer needed AI in claims that the regulator and the board would both sign. We built agentic triage and underwriting support under a human-in-the-loop policy — every decision logged with lineage — and cut claims cycle time by 42% while passing model-risk review.

Industry · InsurancePattern · Agentic + human-in-the-loopRegion · EUCompliance · ISO 27001 + EU AI Act
Read the full case study
03 · CPG & retail

Margin discipline at planetary supply chains.

Where AI lands in P&L: planning, pricing, supply and direct-to-consumer experience — now executed by agents that act on the signal, not just surface it.

WorkflowsPlanning · Pricing · DTC

Agentic planning across 18 distribution centres replaced a quarterly slide-deck with a daily, governed signal.

Demand-sensing agents tied to point-of-sale and weather, with governed fallbacks when models drift.

Promotion design moved from quarterly slide reviews to weekly model-assisted iterations.

04 · Telecoms & media

Customer experience at carrier scale, sovereign.

Personalisation, churn, network ops and care — where agentic AI answers and acts, not just routes, and every regulator matters. Built for EU operators, not Bay-Area hyperscalers.

WorkflowsCare · Retention · Network ops

Lifetime-value-aware retention models with the right offer at the right surface.

Agentic AI in care channels — answering and acting, not just routing.

Product and marketing teams ship experiences in days, not quarters.

05 · Construction

Plan, procure and build with agentic project controls.

Scheduling, procurement, RFIs, submittals and progress from site reality — agents that execute the project-controls workflow against the programme and the contract.

WorkflowsProject controls · Procurement · QA

Agentic scheduling reconciles site progress, supplier lead-times and the programme — daily, not monthly.

RFI and submittal agents catch clashes and spec gaps before they reach the field.

Project managers supervise exceptions; agents handle the documentation grind.

06 · Travel & leisure

Service and operations at peak-season scale.

Customer care, rebooking, disruption handling and revenue ops — where agentic AI acts on the booking, not just answers about it, through every peak and every disruption.

WorkflowsCare · Disruption ops · Revenue

Agentic care resolves changes, refunds and rebookings end to end — escalating only true exceptions.

Agents act inside the booking and ops systems, not just suggest the next step.

Through weather and strikes, agents re-accommodate travellers at scale, within policy.

Let's build

Your sector.Production-grade.

Six sectors, one operating discipline. Tell us yours — we'll point you at the closest peer outcome and the path that got them there.