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100 Questions

For marketers: 100 Questions audits your brand visibility across OpenAI, Claude, and Gemini so you optimize content for AI-generated answers.

Built by Kyle Kane · Artificial Intelligence · SaaS · Paid

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In category: #1121 of 2034 · Artificial Intelligence

100 Questions is a Community listing on Launch Llama with 10 upvotes from 10 founders, founded by Kyle Kane who joined in Aug 2026, compared against 6 alternatives.

Community listing

Listing status

10upvotes

Community score

Kyle Kane (Joined Aug 2026)

Founder

Launched on Launch Llama Aug 3, 2026 · #64 of 101 that day

100 Questions

About

100 Questions is an AI visibility audit and benchmark tool that measures how often your brand appears in AI-generated answers across major models. It provides a frozen, evidence-linked benchmark with 25 discovery questions, competitive analysis, citation tracking, and prioritized action recommendations. The platform delivers client-ready reports with metrics, missed questions, sources, and optimization guidance without requiring a subscription.

Use Cases

  • Auditing which buyer questions AI models like OpenAI, Claude, Gemini and Grok miss for a brand and which competitors they name instead
  • Producing a client-ready AI visibility benchmark with cited sources and five prioritized actions to rerun after optimization work

Who it is for

  • Marketers optimizing content for AI-generated answers
  • Agencies and consultants delivering AI visibility audits to clients
  • In-house SEO and content teams needing a one-time visibility baseline

Pricing

The first benchmark costs $9, with no subscription. Free AI visibility checker and sample report are also available.

View 100 Questions pricing →

100 Questions at a glance

01What it is
100 Questions: For marketers: 100 Questions audits your brand visibility across OpenAI, Claude, and Gemini so you optimize content for AI-generated answers.
02Pricing
100 Questions pricing: The first benchmark costs $9, with no subscription.
03Best for
100 Questions is best for marketers optimizing content for AI-generated answers, agencies and consultants delivering AI visibility audits to clients and in-house SEO and content teams needing a one-time visibility baseline.
04Alternatives
Top 100 Questions alternatives on Launch Llama: Visiblee AI, AIOverview and CiteLadder.

FAQ

Who is 100 Questions best for?

100 Questions is best for consultants, agencies, and in-house teams that need a bounded AI visibility baseline, an evidence-linked client deliverable, or a comparable rerun after implementation work.

When is continuous AI visibility monitoring a better choice?

Choose continuous monitoring when you need daily or weekly trend lines, alerts, a large configurable prompt program, Perplexity coverage, or ongoing multi-project reporting. 100 Questions is deliberately a point-in-time benchmark rather than an always-on dashboard.

How much does a 100 Questions benchmark cost?

The first benchmark costs $9. After that, one benchmark costs $15, three cost $39, and ten cost $99. There is no subscription, credits remain valid for 12 months, and Stripe shows applicable taxes before payment.

Does 100 Questions guarantee placement in AI answers?

No. It measures a time-stamped, API-grounded sample and preserves the evidence behind it. AI answers vary by provider, model, search results, prompt, location, and time, so no credible tool can guarantee future mentions or citations.

What does an AI visibility benchmark measure?

It measures whether web-grounded AI answers mention a target brand, how prominently it appears, how its answer-level mentions compare with selected competitors, and whether answers cite the submitted domain. 100 Questions presents those signals with their denominators and source evidence.

Which AI providers are included?

A benchmark sends the same frozen 25-question set to OpenAI, Anthropic, Google, and xAI through Vercel AI Gateway. The exact model IDs are configurable and are frozen with each run so the result records what was tested.

Why is it called 100 Questions if each run uses 25 questions?

Each run uses 25 unique questions and asks all 25 across four providers. That creates 100 planned provider answers: 25 × 4. The shared set makes the provider comparison more consistent than asking a different set to each model.

What is the difference between discovery and diagnostic questions?

Twenty discovery questions ask neutral category or use-case questions without naming the target, its aliases, or its domain. Five diagnostic questions name the target to examine trust, comparisons, pricing, support, implementation, and factual knowledge.

What makes an answer eligible for scoring?

The provider call must succeed and return valid HTTP or HTTPS web sources. Missing-source, unsupported-search, and failed results do not enter eligible-score denominators. They remain visible in coverage so a missing answer cannot silently improve or weaken a metric.

Are these results identical to ChatGPT, Claude, Gemini, or Grok apps?

No. This is an API-grounded benchmark. Consumer chat products can use different prompts, personalization, routing, models, and search behavior. A run should be treated as a time-stamped directional comparison, not a prediction of every consumer session.

Alternatives

Visiblee AIFor startups and agencies: Visiblee tracks brand mentions and sentiment across ChatGPT, Perplexity, and Gemini so you optimize visibility in AI search results.AIOverviewFor marketers: AIOverview tracks your brand visibility in AI search engines like Google AI Overviews, ChatGPT, and Gemini with monitoring and PDF reports.CiteLadderHelps marketing and SEO teams measure how ChatGPT, Gemini, Claude and Google AI Overviews mention their brand, trace the sources cited, and find the site fixes that improve visibility.VisibAIFor marketing teams: VisibAI audits your brand visibility across ChatGPT, Perplexity, Claude, and Gemini so you know exactly where you rank in AI-generated recommendations.HoneybFor marketing teams: Honeyb tracks your brand citations across ChatGPT, Claude, Gemini, and Perplexity so you optimize visibility in AI answers and win generative engine rankings.AIvsRankFor marketing teams: AIvsRank audits how AI understands your brand and tracks which competitors it recommends first, using verified prompts and repeated runs for reliable market signals.

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Tags

#ai visibility#brand monitoring#generative engine optimization#citation tracking#competitive benchmarking#marketing audit#llm answers#no subscription

Ask AI about 100 Questions

ChatGPT Claude Perplexity Grok

Supporters

10 founders

10 founders contributed 10 upvotes to 100 Questions on Launch Llama.

Reviews

1 comment

Kyle KaneComment
Aug 3, 2026

I wanted a way to easily track how my projects were showing up. That was repeatably.

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