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    Melissa Perri

    A major authority on product strategy, product operations, organizational maturity, and scaling product organizations beyond startups.

    #17 Product management#7 Product Strategy#4 Product operations
    46CiteRank

    Last updated 11 Nov 2026 · Named in 145 answers across 6 engines
    Bing AI Mode starts a separate baseline. Copilot remains a separate public engine and keeps its history; changes across the switch are not like-for-like growth.

    How AI engines see them

    Recognized by 5 of 5 measured engines. Updated 2026-10-26

    The engines agree that Melissa Perri wrote Escaping the Build Trap, which argues that teams should measure value created rather than features shipped, and that she co-authored Product Operations. Copilot adds that she advised B2B firms such as Forsta, Meister, Labster and Dragonboat and runs the CPO Accelerator. Google AI Mode adds her view that a Scrum product owner is an execution role. All five engines name her. The most cited pages are melissaperri.com, especially the bio and media page, followed by productinstitute.com and linkedin.com.

    • ChatGPTNamed in 26 answers

      ChatGPT describes her as a product management advisor and author of Escaping the Build Trap and Product Operations, and founder of Product Institute.

      Known for
      • Build Trap concept
      • outcome-driven product strategy
      • building stronger product organizations
    • GeminiNamed in 26 answers

      Gemini describes her as an author, advisor and educator whose frameworks shift B2B teams from output metrics to outcome-driven strategy and who co-authored Product Operations.

      Known for
      • Escaping the Build Trap
      • outcome-driven product strategy
      • product operations at scale
    • Google AI ModeNamed in 34 answers

      Google AI Mode describes her as a product management expert and author of Escaping the Build Trap who advocates product operations and distinguishes product managers from product owners.

      Known for
      • Escaping the Build Trap
      • product operations advocacy
      • product management versus ownership
    • PerplexityNamed in 20 answers

      Perplexity describes her as author of Escaping the Build Trap and Product Operations and founder of Product Institute who advises enterprises and SaaS scale-ups.

      Known for
      • the build trap warning
      • outcome-based product management
      • scalable product operating models
    • Bing AI ModeNamed in 3 answers

      No description yet.

    • CopilotNamed in 36 answers

      Copilot says she wrote Escaping the Build Trap, co-authored Product Operations, advises B2B SaaS firms and trains product leaders through Product Institute and CPO Accelerator.

      Known for
      • Escaping the Build Trap
      • Product Operations book
      • helping CEOs recruit product chiefs

    Top Segments

    • #17Product managementof 87
      Named in 67 answers
    • #7Product Strategyof 47
      Named in 56 answers
    • #4Product operationsof 43
      Named in 43 answers

    Top URLs

    1. 1
      Top 21 Product Management Thought Leaders To Follow In 2026
      cpoclub.com51 citations
    2. 2
      Top 27 Product Management Experts to Follow in 2026
      cpoclub.com41 citations
    3. 3
      Top product management influencers to follow | airfocus by Lucid
      airfocus.com34 citations

    Words engines use about Melissa

    • ceo of produx labs2 engines
    • outcome-driven product strategy1 engine
    • runs the product institute1 engine
    • strategy and organizational design1 engine
    • strategy, leadership, product ops1 engine

    Prompts where Melissa is named

    Run now opens the answer page for that prompt.

    • Who are the most influential voices in Product operations?

      Named by 4 engines

    • Who are the most influential voices in Platform & API product management?

      Named by 2 engines

    • Who are the most influential voices in Product leadership & org design?

      Named by 1 engines

    • Who should I follow to learn about Product-Led Growth (PLG)?

      Named by 1 engines

    • Who are the most influential voices in Onboarding & activation?

      Named by 1 engines

    Track Melissa

    Follow Melissa's measured AI visibility and see the questions where they rank.