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Boba AI vs Similarweb

Two fact sheets from our own research, side by side — pricing, platforms, API access and status re-checked by us rather than quoted from the vendors. Only Similarweb ships a public API.

Boba AIThoughtworks experiment that researches signals, builds future scenarios and storyboards themSimilarwebWeb and app traffic intelligence with AI agents for SEO, prospecting and tracking how often chatbots cite your brand.

Side by side

FactBoba AISimilarweb
CategoryMarket & Competitive ResearchWeb Analytics
Pricing modelContactContact
Public APINoYes
PlatformsWebWeb, API
CompanyThoughtworksSimilarweb
Launched2023—
Last verifiedSep 6, 2026Sep 1, 2026

What our research says

Boba AI

Interesting because of its shape rather than its scale: it encodes actual strategy practice - signals, scenarios, Playing to Win - into prompted workflows, instead of being another chat box. It is also an experiment behind a waitlist, from a consultancy, with examples dated 2023, so plan around it at your peril.

Pros

  • Four connected modes - research, scenarios, strategy, storyboards - rather than one generic chat
  • Strategy generation uses the Playing to Win framework explicitly instead of freeform advice
  • Scenarios carry plausibility and probability judgements rather than just prose
  • Storyboarding turns an abstract scenario into illustrated scenes usable in a workshop

Cons

  • Waitlist-gated with no published price or availability commitment
  • Framed by its publisher as an experiment, not a supported product
  • On-page examples still reference 2023, suggesting little recent work

Similarweb

Similarweb is the incumbent in traffic estimation, and the AI-visibility tracking is a real extension rather than a badge: it measures how often the major chatbots surface your brand, which is becoming its own channel. The pricing is the friction — nothing is self-serve, so you talk to sales before you know the number.

Pros

  • Coverage across websites, apps and retail SKUs
  • AI Search Intelligence tracks citations across six chatbots
  • Documented data API alongside the dashboards
  • Named company with a real headquarters

Cons

  • No published pricing at any tier
  • Traffic figures are modelled estimates, not measured truth
  • Founding year is not stated on the site

Which one fits

Choose Boba AI if you need

  • Strategists who already work with scenario planning and want a drafting aid
  • Innovation and foresight teams testing plausible futures before committing budget
  • Consultants who need a storyboard of a scenario for a workshop

Choose Similarweb if you need

  • Competitive and market research at company scale
  • Teams tracking brand visibility inside AI chatbots
  • Analysts who need data via API rather than dashboards

More comparisons

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