-65%

est. 2Y upside i

InsurTechSeed

AI-native commercial insurance brokerage

Rank

#617

Sector

Insurtech

Est. Liquidity

~5Y

Data Quality

Data: Medium

Harper presents a strong upside opportunity for a job seeker, driven by its innovative AI-native approach to the large and fragmented commercial insurance brokerage market.

Last updated: March 10, 2026

Bull (35%)+300%

Harper's proprietary AI models achieve significant market penetration in the fragmented commercial insurance brokerage space, expanding beyond SMBs and into larger enterprises. This drives revenue to over $200M by 2028, justifying a $1B+ valuation at a 5x revenue multiple, a substantial increase from the assumed current $250M valuation.

Base (40%)+50%

Harper continues to grow steadily within the small-to-mid-sized business commercial insurance market, leveraging its AI advantage to gain share from traditional brokers. Revenue reaches approximately $75M by 2028, leading to a $375M valuation, representing moderate growth from the assumed current $250M valuation.

Bear (25%)-70%

Regulatory hurdles or aggressive moves by incumbent brokers, who develop their own AI capabilities or acquire competitors, slow Harper's growth significantly. The company struggles to scale beyond its initial customer base, leading to a down round or acquisition at a valuation of $75M, wiping out most common stock value given the preference stack.

Est. time to liquidity~5.0 years

Preference Stack Risk

high

Based on an assumed post-money valuation of $250M, the $47M in total funding represents an 18.8% investor take, indicating a meaningful preference stack ahead of common shareholders.

Dilution Risk

high

As a Series A company, Harper will likely require several more funding rounds, leading to significant future dilution for early common stock holders.

Secondary Liquidity

none

Given its early stage (Series A), there is currently no active secondary market or tender offers for Harper's equity.

Other — 1 role

View all 1 open roles at Harper →

Last updated: February 18, 2026

Questions to Ask at the Interview

Strategic questions based on Harper's data — designed to show you've done your homework.

  • 1

    “Given the fragmented nature of the commercial insurance market and the 'medium' incumbent threat, how does Harper plan to specifically differentiate and capture market share from larger, established brokers like Marsh & McLennan or Aon over the next 2-3 years?”

  • 2

    “Harper has served over 5,000 businesses in 13 months. What are the key metrics (e.g., customer acquisition cost, retention rates, average revenue per customer) that the company is focused on to ensure sustainable and profitable growth as it scales?”

  • 3

    “With $47M in combined Seed and Series A funding, what is the company's anticipated runway, and what are the key milestones Harper aims to achieve before considering its next funding round or a potential liquidity event for employees?”

Community

Valuation Sentiment

Our model estimates -65% upside. What do you think?

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Disclaimer: This analysis is AI-generated and does not constitute financial or career advice. Always conduct your own due diligence.