Forward-deployed engineering for insurance brokerages.

Certificate and renewal automation, built inside Applied Epic or AMS360. Certificate requests arrive by email in every format, and someone checks each one against the policy. We put a senior engineer with your account managers, in your AMS, to decide what to buy and to automate that work in the systems you already run.

  • Free 14-day pilot
  • On a company laptop, inside your network
  • We train your team
  • Vendor-agnostic
  • You own the code

Bring a week of certificate requests from the service inbox.

What is already working, and what it took.

Two large brokers published what certificate automation did, and how long accuracy took.

EXL × U.S. insurance brokerage
50%

A leading U.S. insurance brokerage cut certificate-of-insurance processing time by 50% across about 500,000 email requests a year.

At go-live ~50%
Three months later 80%
Request-reading accuracy after go-live
What it took

Accuracy was about 50% at go-live and reached 80% within three months, after corrected output was fed back into the models. EXL also ran training and change management.

EXL × global insurance broker
41 → 21.5 min

Average handling time per certificate request fell from 41 to about 21.5 minutes at a global broker receiving about 2,500 requests a day.

Before 41 min
After ~21.5 min
Average handling time per request
What it took

Models configured for the broker's documents, API integrations into its systems, and a single validation screen in place of 132 manual ones.

Figures as reported by the vendor or customer at the linked source. They are not OpenNash results.

Someone on your side, with a laptop and the authority to decide.

Accuracy at the U.S. broker started near 50% and took three months of corrections to reach 80%. That stretch between go-live and useful is where most brokerage AI projects stall. Our engineer works through it with you, with an AMS login, a desk next to the service lead, and test cases your account managers write.

DecisionWhat we look atOutcome
Which workflow goes firstCertificate requests, renewals, and policy comparisons per week, with time per item.Usually certificates. The volume is high and the rules are clear.
Buy or buildYour AMS vendor's AI add-ons and newer brokerage tools, tested on your real requests and priced at your volume.Buy where it covers the workflow. Build where your rules or carriers make it a poor fit.
What the model decides about coverageAdditional insured, waiver, and primary-noncontributory wording.Nothing. The workflow checks policy fields against agency rules, and a licensed person handles every exception.
How carrier portals are handledWhich carriers have an API or download feed and which only have a website.Logged browser steps where there is no API. Errors go to a person.

AI can do the work. Running it inside your company is the gap.

The deployment gap What AI can do rises steeply. Certificates checked by hand stays nearly flat, leaving a widening gap. A line for an OpenNash engineer rises from the bottom line toward what AI can do. the gap What AI can do OpenNash engineer Certificates checked by hand
OpenAI, Anthropic

Lab engineers

Built for their largest accounts, deploying their own models. OpenAI's deployment company launched with more than $4B. ↗

The product you bought

Vendor teams

Configure their own product, priced per seat or per resolution.

Independent

OpenNash

A small senior team, ex-Palantir, Meta, and Databricks. Any model, any vendor. Free pilot, then a flat monthly fee.

~15OpenAI engineers on site at one chip maker, 3-6 months to production
6 weeksof hands-on work for one tax schedule to reach 90% precision and recall
60% → 90%+on a telco's own production tests, over six months

Even OpenAI closes the gap with engineers in the room. Source: OpenAI, What FDE means at OpenAI, Oct 2026.

The first pilot: certificate request intake.

  1. Week 1We sit with account managers and the service lead, and count certificate requests and renewals per week, time per request, and missing AMS activity.
  2. Day 14Requests from the service inbox are checked against the policy in the AMS and drafted for AM review, read-only.
  3. Weeks 3-8Sending and AMS writeback behind review, carrier portal steps, activity logging, and a test at renewal-season volume.
  4. After launchWe run it on a flat monthly fee or hand it over, then move to renewal packets or policy comparison.

The day-14 test: certificate request intake

Written down with your team in week 1. The pilot is free, and it has to pass these before anything goes further.

$ run day-14 --suite insurance-brokerages
T01A standard request with an active, matching policy produces a draft certificate for the AM to approve.
T02A request for wording the policy does not carry goes to the AM. Nothing is drafted as issued.
T03An expired or cancelled policy blocks the draft and tells the AM why.
T04A repeat request from the same holder is matched to the existing activity, not drafted twice.
T05Every draft includes the proposed AMS activity note and the original email.

Example acceptance tests, not results from a customer deployment. Yours are written with your team.

Systems we work in

  • Applied Epic, AMS360, HawkSoft
  • Carrier portals and download feeds
  • Shared service inboxes in Outlook or Gmail
  • ACORD forms and carrier documents

Rules from day one

  • Missing endorsements, ambiguous wording, and coverage exceptions go to a licensed reviewer before issuance.
  • AMS access stays read-only until the pilot passes.
  • Every action is logged against the AMS record for E&O and carrier audits.
  • Code, prompts, and test cases live in your repository and stay with you.
Do we have to replace our AMS?

No. The workflow reads from and writes to the AMS you already run, and the AMS stays the record.

Who signs off on certificates?

Your account managers. In the pilot every certificate is a draft. After launch, routine certificates can go out under rules you approve, and anything unusual still goes to a person.

How do you limit E&O exposure?

Coverage checks run as tested rules on policy fields, not model judgment, and anything outside them goes to a licensed person.

Why you need one

Every result on this page needed engineers inside the company. We can be yours.

A senior engineer joins your team on a laptop you issue, tests the options on your data, and puts one insurance brokerages workflow into production in 4 to 8 weeks. It starts with a free 14-day pilot judged against test cases you agree in writing.

On your laptopWe work on a machine you issue, behind your VPN and SSO. We file the access tickets and chase them.
Next to your teamWe sit with the people who do the work and build around how they actually work.
IndependentWe do not work for any model company or software vendor, so we test the alternatives and tell you what we would buy.
SeniorEngineers who have shipped production systems at Palantir, Meta, Databricks, and Global 2000 companies.

After launch, we run and improve the workflow on a flat monthly fee, or your team takes it over. The code, tests, and runbook are yours either way.

Bring a week of certificate requests from the service inbox.