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Product

We do not guess from vibes. QFLOO pulls from public pages you can open yourself, keeps URLs and dates on the comparisons, and hands your team a plan, not another slide that expires next Monday.

The problem

Your roadmap meeting shouldn’t sound like a book club.

Everyone remembers the competitor blog post. Nobody agrees which features actually exist. Changelogs move weekly. By the time a slide deck is done, it’s already wrong.

The outcome

QFLOO keeps a living, cited picture of the category next to what you ship. Arguments get shorter. Bets get clearer.

What you get

Everything they ship. Everything they claim. Verified.

Three things we optimize for so competitive research turns into competitive advantage.

  • Cited intelligence

    Every competitor claim traced back to a source with a timestamp. If we can't cite it, it's marked unknown — never assumed.

  • Ship vs. story

    See what competitors actually launched versus what they promise. Changelogs next to marketing pages — the gap tells the real story.

  • Action plan, not slides

    Prioritized gaps with effort and impact scores your team can execute this sprint. Not another deck that dies in a folder.

How it works

From landscape to battle plan

Four steps your team repeats as the market moves, without losing the thread.

  1. 1

    Set up your workspace

    Enter your URL — we analyze your positioning, tech stack, and identify your competitors automatically.

  2. 2

    We map the landscape

    Deep analysis of competitor features, pricing, changelogs, case studies, and proof pages.

  3. 3

    See where you stand

    Trust score rankings, feature gap analysis, and cited comparisons — you see exactly where you lead and where you're behind.

  4. 4

    Get your action plan

    Prioritized moves with effort and impact ratings. Quick wins, strategic bets, and moat opportunities — ready to execute.

Signal stack

What we track for you

  • Phase A

    Marketing and product surface

    What they want prospects to believe: modules, limits, integrations, and the words they repeat.

  • Phase A

    Changelog and launches

    Rhythm of shipping and what they celebrate. Useful when a feature is loud but adoption looks thin.

  • Phase B

    Case studies and reviews

    Proof and objections from buyers, held next to the top-of-funnel story.

  • Phase C

    Funding and momentum

    Timing signals that add context for narrative pressure — not a substitute for product truth.