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Groundspeed Analytics (Insurance Quantified)

Groundspeed Analytics built commercial P&C data ingestion and underwriting from Ann Arbor. Acquired by Insurance Quantified in June 2023; Ann Arbor offi...

A2Hub Editorial· Rusty Roof Media· Updated May 4, 2026

Groundspeed Analytics (Insurance Quantified)

Groundspeed Analytics built one of the most credible commercial property and casualty insurance data engines in the market from an Ann Arbor base. The company's bet was that the bulk of commercial P&C underwriting still ran on PDFs, spreadsheets, and email attachments, and that productized data ingestion plus structured analytics could measurably change how underwriters, brokers, and reinsurers worked with that data. Founded in 2015, Groundspeed raised approximately $32M across multiple rounds from Oak HC/FT, Hyde Park Venture Partners, and regional Michigan capital. In June 2023, Insurance Quantified acquired the company. The Ann Arbor office was retained. Former CEO Eric Kobe joined Insurance Quantified's leadership team, and the combined company continues to operate Groundspeed's capabilities as part of a broader commercial insurance technology stack. Under the Insurance Quantified brand, the Ann Arbor footprint is now the team that built the data layer underneath the combined company's underwriting and quoting platform.

Quick facts

  • Founded: 2015
  • Founders and leadership: Founded by Ann Arbor operators with backgrounds in commercial P&C insurance and analytics; Eric Kobe served as CEO leading up to the 2023 acquisition
  • HQ (pre-acquisition): Ann Arbor, Michigan
  • Parent company (post-acquisition): Insurance Quantified
  • Current Ann Arbor presence: Major office retained post-acquisition; data engineering, data science, and product roles anchored in town
  • Funding (pre-acquisition): Approximately $32M across multiple rounds
  • Key investors: Oak HC/FT, Hyde Park Venture Partners, Ann Arbor SPARK-affiliated regional capital
  • Acquisition: June 2023 by Insurance Quantified; financial terms not publicly disclosed in full
  • Sector tags: insurtech, SaaS, data platform, underwriting, ML
  • Careers: insurancequantified.com/careers
  • Website: insurancequantified.com
  • LinkedIn: linkedin.com/company/insurance-quantified

What Groundspeed built

Groundspeed's platform centered on commercial P&C data extraction, structuring, and analytics. Post-acquisition, the core capabilities continue to ship inside Insurance Quantified's combined product stack.

Data ingestion at scale. Productized extraction of structured data from broker submissions, loss runs, schedules of values, exposure schedules, and the other document types that flow through commercial P&C insurance. The differentiator was depth of coverage for the specific document formats the industry actually uses, which is a much harder problem than generic OCR or off-the-shelf document AI. Every commercial carrier and broker has its own templates, its own layouts, its own edge cases. Groundspeed's models were built on years of labeled insurance-document data, and that domain specificity is what made the product viable at scale.

Structured underwriting and broker workbench. Tools for underwriters and brokers to work with the structured data once extracted, including comparison across submissions, benchmarking against historical books of business, and submission analytics that surface unusual exposures or data quality issues. The workbench was the user-facing surface that underwriters spent time in. The ingestion was the infrastructure that made the workbench viable.

Analytics and reporting. Aggregated views across portfolios, lines of business, and counterparties for underwriters, brokers, and reinsurers. For reinsurers in particular, portfolio-level insight into ceding company books has historically been hard to get cleanly. Groundspeed closed some of that gap.

The product was sold into commercial insurance carriers, brokers, and reinsurers, with a customer base that depended heavily on the specific document workflows Groundspeed had structured. Post-acquisition, those capabilities sit inside Insurance Quantified's broader offering, which combines Groundspeed's data layer with the acquirer's underwriting and quoting infrastructure to form a more end-to-end commercial insurance stack.

The Ann Arbor story and the rebrand

Groundspeed Analytics was founded in 2015 in Ann Arbor by a team with operator backgrounds in commercial property and casualty insurance and data analytics. The founding insight came from time spent inside commercial P&C underwriting and brokerage. The amount of the workflow that still depended on unstructured data flowing through email and shared drives was staggering, and no incumbent software vendor had built a purpose-built data infrastructure layer for the specific document types the industry used. The team recognized that generic document AI would never handle the long tail of insurance formats well enough to be trusted inside a live underwriting workflow. Domain-specific engineering was the only credible path, and that required a team that knew both insurance and modern ML.

The company built that platform out of Ann Arbor, raised across multiple rounds, and grew to a meaningful Ann Arbor team across data science, engineering, product, and customer success. Ann Arbor was the right city for the company. U-M's computer science and statistics programs supplied a steady pipeline of ML engineers who could handle the document-extraction work, and the cost structure allowed the company to run a deep research-heavy data team without coastal compensation pressure.

In June 2023, Insurance Quantified acquired Groundspeed. The strategic logic was clean. Insurance Quantified had built underwriting and quoting infrastructure for commercial insurance. Groundspeed added the data ingestion and structured-data layer that fed underwriting workflows. Combining the two created a more end-to-end commercial insurance technology stack than either company had on its own. The deal terms were not publicly disclosed in full. What was disclosed: the Ann Arbor office was retained, former CEO Eric Kobe joined Insurance Quantified's leadership team, and the combined company continues to operate the Groundspeed capabilities as part of its product portfolio.

For Ann Arbor's tech ecosystem, the post-deal pattern is the point. The retained office, the retained team, and the founder-CEO elevated into broader leadership is the kind of post-acquisition outcome the region wants to see more of. When acquirers value the team enough to keep it together, the local effect compounds across future hiring, founder credibility, and the city's relevance as a vertical-SaaS base.

Funding and exit

Groundspeed raised approximately $32M across multiple rounds before its 2023 acquisition. Investors included Oak HC/FT and Hyde Park Venture Partners, along with regional Michigan capital and Ann Arbor SPARK-affiliated investment. The raise profile is that of a mid-market enterprise SaaS company taking focused vertical bets, which is consistent with the company's actual product.

The Insurance Quantified acquisition in June 2023 was the exit. Exact valuation was not publicly disclosed. Press coverage at the time indicated a strategic rather than a distressed transaction, with the Ann Arbor footprint positioned as a core piece of the combined company's continuing engineering capacity. Insurance Quantified itself is backed by growth-stage investors and continues to operate as a private company.

Culture and hiring

Under Insurance Quantified, the Ann Arbor team is hiring data engineers, ML engineers focused on document understanding and information extraction, backend engineers, product managers with insurance domain depth, and customer engineering staff who can work directly with carrier and broker IT teams. The work profile has stayed consistent with the pre-acquisition Groundspeed identity: domain-specific ML applied to long-tail document formats, at enterprise scale, inside regulated insurance workflows. Work model is hybrid with an Ann Arbor anchor for the inherited team. Compensation is competitive with mid-stage enterprise SaaS. Equity under the parent is private-company equity consistent with Insurance Quantified's capital structure.

Why they matter for Ann Arbor tech

Groundspeed is the cleanest Ann Arbor insurtech case study to date. The company took a sharp vertical-SaaS thesis (commercial P&C data infrastructure), raised meaningful capital, built a defensible product and customer base, and exited to a strategic acquirer that valued the platform and kept the office. That is a clean enterprise-SaaS arc executed in insurtech rather than in the more familiar AA verticals. For the SaaS exits pillar, Groundspeed sits next to ForeSee, Llamasoft, ProQuest, and Truven as one of the acquired-but-retained Ann Arbor companies whose continuing local presence matters for the ecosystem's depth.

FAQ

Who founded Groundspeed Analytics? Groundspeed Analytics was founded in 2015 in Ann Arbor by a team with backgrounds in commercial property and casualty insurance and data analytics. Eric Kobe served as CEO leading up to the 2023 acquisition.

Who acquired Groundspeed Analytics? Insurance Quantified acquired Groundspeed in June 2023. The Ann Arbor office was retained as part of the deal, and former CEO Eric Kobe joined Insurance Quantified's leadership team.

What did Groundspeed Analytics do? Groundspeed built commercial property and casualty insurance data infrastructure. The platform extracted structured data from broker submissions, loss runs, schedules of values, and related document types, then made that data usable by underwriters, brokers, and reinsurers through a structured workbench and analytics layer.

How much did Groundspeed raise? Groundspeed raised approximately $32M across multiple rounds before its 2023 acquisition. Investors included Oak HC/FT, Hyde Park Venture Partners, and Michigan-area capital.

Is the Ann Arbor office still operating? Yes. Insurance Quantified retained the Ann Arbor office as part of the acquisition, and the team continues to anchor the data engineering, data science, and product roles that built the Groundspeed platform.

Who competes with the combined Insurance Quantified platform? On commercial P&C data ingestion and underwriting infrastructure, the combined company competes with Duck Creek Technologies, Guidewire, Origami Risk, Betterview, and the in-house data engineering teams at the largest carriers and brokers. Its differentiation has consistently been depth of coverage for the specific commercial P&C document formats the industry uses.

Related Ann Arbor vertical SaaS and acquired companies

  • Plinqit is the Ann Arbor fintech serving community banks and credit unions, adjacent in financial-services-tech.
  • Nickels is the Ann Arbor credit card health platform serving banks and credit unions.
  • ArborMetrix is the Ann Arbor healthcare data platform running a similar vertical-SaaS-with-data-infrastructure model.
  • The Ann Arbor insurtech companies hub is the category directory.
  • The Ann Arbor SaaS exits pillar covers the major software acquisitions in the region.
  • The site homepage is the master directory.