Investing in Primble
Investing in Primble
Take part in the submission quality layer of commercial insurance.
Take part in the submission quality layer of commercial insurance.
Primble is building the AI-powered infrastructure for cleaner, faster, and more complete underwriting-ready submissions before carrier review even begins.
Primble is building the AI-powered infrastructure for cleaner, faster, and more complete underwriting-ready submissions before carrier review even begins.
The problem:
Commercial insurance runs on submission quality, but the submission process is still fragmented.
Producers collect information from scattered client documents, emails, forms, schedules, and prior applications. They rekey data, chase missing details, assemble ACORD forms, and send packages downstream, often without a consistent way to evaluate whether the submission is complete, consistent, or ready for underwriting review.
The result is avoidable rework, delays, back-and-forth, and wasted underwriting attention.
Why now:
While automation is getting faster, quality is still going unresolved.
AI has made it easier to extract data and generate documents, but faster output does not automatically create better submissions. The next layer of value is not just form completion. It is submission validation, guided remediation, scoring, and structured data that can move through the insurance workflow with more confidence.
That is the opening Primble is built for.
The solution:
Primble turns submission quality into a real-world workflow.
Primble analyzes commercial insurance submission materials, scores the package for completeness and consistency, identifies missing or conflicting information, guides human-in-the-loop remediation, and optionally generates (or regenerates) ACORD-based forms and a carrier-ready Submission Brief.
This gives producers a better way to prepare submissions and gives carriers a cleaner intake layer before any underwriting time is spent reviewing the package.
Who Primble serves:
Producers, agencies, and brokerages
Primble helps teams reduce manual prep, validate submission materials, guide client follow-up, and optionally generate ACORD-based packages.
Carriers, MGAs, and wholesalers
Primble helps intake teams evaluate inbound submissions for completeness, consistency, and underwriting readiness before underwriting resources are applied.
Individual clients and applicants
Primble creates a clearer, guided way for applicants to provide missing or corrected information without getting buried in confusing insurance back-and-forth.
What’s different:
Built around quality, not just speed.
Primble’s core advantage is the Submission Quality Score, a validation layer designed to evaluate underwriting readiness before review begins. Instead of only automating paperwork, Primble checks the submission itself: what is missing, what conflicts, what needs clarification, and what should be resolved before the package moves downstream.
Submission Quality Scoring
Scores completeness, consistency, and underwriting readiness across the package.
Client-in-the-Loop™ remediation
Shows producers what needs to be fixed and enables guided client follow-up.
Optional forms generation
Builds or rebuilds forms when needed, but keeps validation as the core product.
Current market:
The market is moving beyond faster paperwork.
Commercial insurance workflows are being reshaped by AI, document automation, and intake digitization. Major platforms are already investing in insurance-specific AI, ACORD data extraction, and submission-to-quote automation, validating the demand for smarter insurance workflow infrastructure.
Primble is entering that market with a sharper wedge. We are focused on submission quality before underwriting review begins.
Rather than simply helping teams move submission data faster, Primble helps them understand whether a package is complete, consistent, and ready for underwriting attention. That quality layer is where faster paperwork becomes a stronger, more reliable submission workflow.
Business model:
Transparent SaaS pricing with expansion paths across the submission chain.
Primble’s business model is built around volume-based submission quality infrastructure. Agencies and brokers can use Primble to validate, improve, and optionally generate commercial insurance submission packages before they go to market. Carriers, MGAs, and wholesalers can use Primble at intake to score inbound submissions, identify missing or conflicting information, and determine which packages are ready for underwriting review.
Our team:
Primble was conceptualized and built from inside the submission problem
Primble was created by a founding team with direct exposure to the operational friction behind commercial insurance submissions.
Michelle Smith, Co-Founder and CEO, brings more than 20 years of commercial insurance experience and has worked through the exact ACORD-based submission challenges Primble is built to solve.
Brent Ludlow, Co-Founder and COO, leads operational execution, product direction, and systems strategy, helping translate that workflow knowledge into a scalable platform for submission quality.
Together, they bring the two ingredients this category requires: firsthand insurance workflow knowledge and the execution discipline to turn it into repeatable software.
Interested in Primble?
Contact us to request investor materials and learn more.