Reporting & Analytics

Stop Guessing. Start Knowing.

Custom AI reporting built for your insurance workflows, not someone else's template.

Industry Context

Insurance reporting is buried under regulatory complexity, legacy systems, and manual processes. Claims, underwriting, and finance each run their own data formats and timelines. NAIC, DOI, and IFRS 17 demand accurate, timely reports. Experienced adjusters and underwriters retire with knowledge that's hard to replace, and new hires struggle with fragmented tools. The market pushes for faster decisions, but most teams still depend on spreadsheets and overnight batch runs.

By the Numbers

67%

of insurers lack real-time loss ratio visibility

Gartner Insurance CIO Survey, 2025

$3.8M

average savings from predictive analytics in underwriting

McKinsey Insurance, 2024

50%

improvement in fraud detection with AI analytics

Coalition Against Insurance Fraud, 2025

The Problem

What you're dealing with

Manual reconciliation of claims data across Guidewire, Duck Creek, and Excel takes 3+ days monthly.

Compliance reports need 5 different people to extract, validate, and format data before submission.

Underwriting performance dashboards are 2 weeks stale by the time anyone reviews them.

Actuarial reserving models run on old data, leading to reactive adjustments instead of proactive ones.

Fraud detection relies on rules from 2018; new schemes go unnoticed for months.

The Solution

How it works

We start by mapping your actual processes -- not the documented ones. Our AI interviews your claims adjusters, underwriters, and finance team to understand how data really moves. We then design a custom reporting system that connects your existing systems -- policy admin, claims software, data lakes -- without requiring migration. Using our platform, we build extractors, transformers, and dashboards specific to your workflows. The result is a unified reporting environment that updates in near-real time, handles regulatory formatting automatically, and catches anomalies before they become problems. You get a working system deployed in your environment, maintained by your team, with no ongoing SaaS fees.

Arc

Automates data extraction and transformation from your existing systems without manual coding.

Wand

Builds custom dashboards and alerting rules based on how your team actually uses data.

In Practice

Before and after

Before

Monthly reserving report: Actuary requests data from IT. IT runs overnight SQL queries. Data arrives in CSV. Actuary spends 2 days cleaning and validating in Excel. Report is built by hand, emailed to CFO, then revised twice after errors surface.

After

We built a custom reserving dashboard that pulls live data from policy admin and claims systems. Data is validated automatically against internal rules. Actuaries review pre-built reports, drill into anomalies, and adjust models in real time. Reports are generated with one click, formatted for DOI submission.

1 AI interviews actuaries and IT to map data dependencies and validation rules.
2 Custom connectors built to pull data from Guidewire and internal SQL servers.
3 Reserving dashboard designed with actuaries, including one-click export for regulators.
4 System deployed internally with training for actuarial team.
5 Ongoing monitoring setup to alert on data quality issues.

6 weeks

From kickoff to full deployment

For a mid-sized P&C insurer running Guidewire and SQL Server. Delivered a custom claims analytics dashboard with live data.

FAQ

Common questions

How do you integrate with our existing policy admin system?

We build custom connectors to your specific version of Guidewire, Duck Creek, or whatever you run. No middleware, no migration. The system reads directly from your databases or APIs.

What happens if our regulations change?

The system is configurable by your team. Reporting rules and formats can be adjusted without code. For major changes, we provide support packages.

How is this different from buying a BI tool like Tableau?

Tableau gives you a blank canvas. We give you a finished system. We build the entire pipeline -- data extraction, cleaning, modeling, and dashboards -- built for your processes. You don't need to hire analysts to build reports.

Who maintains the system after delivery?

Your team does. We deliver a fully documented system and train your people. We offer optional support contracts, but the system is built to be run in-house.

How long until we see usable reports?

First dashboards are live in 3 weeks. Full deployment typically takes 6-8 weeks.