For commercial insurance carriers and managing general agents (MGAs), the underwriting process has long been a bottleneck. Manual qualification, document extraction, and broker follow-ups consume hours, often causing delays that frustrate agency partners and lead to missed opportunities. Pibit AI, an AI Underwriting OS built for commercial, specialty, and E&S insurance, addresses this challenge head-on. Its AI agents automate the entire submission-to-quote pipeline, enabling underwriters to focus on decisions and relationships rather than repetitive tasks.
The results speak for themselves. Foresight Risk and Insurance Services, a San Francisco-based MGA writing mid-market workers’ compensation, has been using Pibit AI to transform its operations. Time to quote has dropped from 12 days to just 2, while each underwriter now handles 190% more submissions. Submissions are cleared in an average of 30 to 37 minutes, and full document processing takes about 90 minutes—down from three hours. With around 4,600 submissions cleared and 4,000 fully processed annually, Foresight now works every submission it receives. This review explores how Pibit AI delivers these results and what it means for insurance professionals.
What is Pibit AI?
Pibit AI is a Y Combinator-backed insurtech company based in the Bay Area. Its platform is an AI-powered Underwriting Operating System designed to automate underwriting from submission to quote. Carriers and MGAs can start with a single module—such as intake and clearance or document extraction—or adopt the full OS. The system integrates seamlessly with existing tools like Salesforce and email, and it guarantees 99.9% workflow accuracy through a human-in-the-loop model, backed by contract.
The platform works in three connected stages: intake and clearance, document extraction, and external research. In the first stage, incoming submissions are automatically classified and checked for completeness, duplicates, and appetite fit. Next, loss runs, ACORDs, and supplementals are extracted and normalized. Finally, missing items and unanswered questions are automatically chased with brokers as effective dates approach. The output is delivered directly into the carrier’s database for use in the underwriting workbench.
What stands out
Automated intake and clearance
Pibit AI eliminates the manual triage that bogs down operations teams. Submissions arrive via email or Salesforce, and the system automatically classifies documents, checks completeness, evaluates duplicates, and assigns a submission status before any human touches the file. This ensures every submission is qualified against the carrier’s own guidelines.
Intelligent document extraction and normalization
The platform extracts and normalizes data from loss runs, ACORDs, and supplementals, then enriches it with public source research. This structured data is written directly into the carrier’s database, eliminating the need for manual re-entry and reducing errors.
Automated broker follow-up
One of the most time-consuming tasks—chasing brokers for missing documents or answers—is fully automated. Pibit AI sends timely, personalized follow-ups as effective dates approach, reducing friction and speeding up the entire process.
Seamless integration with existing systems
Pibit AI works inside the systems carriers already use, including Salesforce and email. There is no need to rip and replace. The output is delivered into the carrier’s own database, so underwriters can use it in their existing workbench without disruption.
Guaranteed accuracy
The platform offers a contractual guarantee of 99.9% workflow accuracy with human-in-the-loop oversight. This level of reliability is critical for insurance operations where mistakes can be costly.
Who it’s for
Pibit AI is designed for commercial, specialty, and E&S insurance carriers and MGAs. It is particularly valuable for organizations that handle a high volume of submissions and need to qualify every account without skipping any. Foresight, for example, writes mid-market workers’ compensation for safety-critical industries and uses Pibit AI to work every submission it receives—a task that was previously impossible with a manual process.
The platform is also ideal for MGAs and carriers looking to expand into new lines of business or geographies. By automating the qualification and processing work, Pibit AI frees up underwriters to focus on complex accounts and broker relationships. With over 50 carriers and MGAs already using the platform across more than 10 lines of business, Pibit AI has proven its versatility.
What makes it worth considering
Pibit AI delivers measurable, verifiable improvements in speed, capacity, and accuracy. The time-to-quote reduction from 12 days to 2 is not just a headline—it represents a fundamental shift in how an MGA operates. Underwriters can now handle nearly twice as many submissions, and every account gets attention. The automated follow-up system ensures that no submission falls through the cracks, and the guaranteed accuracy provides peace of mind.
Beyond the numbers, the platform’s modular design allows carriers to adopt it at their own pace. Starting with one module and expanding over time reduces risk and ensures a smooth transition. The integration with existing systems means minimal disruption to workflows. For any carrier or MGA serious about modernizing underwriting operations, Pibit AI offers a clear path forward.
Verdict
Pibit AI is a powerful AI underwriting OS that delivers measurable speed and capacity gains for commercial insurers and MGAs. Its automated intake, document extraction, and broker follow-up reduce time to quote dramatically while increasing underwriter capacity. With a contractual accuracy guarantee and seamless integration, it is a reliable choice for organizations looking to scale without adding headcount.
Frequently asked questions
Pibit AI is an AI Underwriting OS that automates submission intake, document extraction, and external research for commercial specialty and E&S insurance.
By automating manual qualification, document processing, and broker follow-ups, Pibit AI cuts the average time to quote from 12 days to 2.
Pibit AI offers a contractual guarantee of 99.9% workflow accuracy with human-in-the-loop oversight.
Yes, Pibit AI works inside the systems carriers and MGAs already use, including Salesforce and email.
Pibit AI works with over 50 carriers and MGAs across more than 10 lines of business.










