back to high signal
sample report / Cursor vs Copilot

AI visibility audit

How Cursor actually shows up when buyers ask ChatGPT, Claude, Gemini, and Perplexity for write and refactor code faster with AI assistance. Read the gaps, then run the same audit on your own brand.

Prompts run
15
five intent categories
Brand mentioned
87%
13 of 15 prompts
Brand recommended
53%
8 of 15 prompts
Share of voice
47%
vs 3 named competitors
brand visibility
By AI platform

Mention rate = how often Cursor appears in the response. Recommendation rate = how often Cursor is the answer the agent leads with.

chatgpt
competitor preferred 27%
mentioned93%
recommended60%
claude
competitor preferred 20%
mentioned87%
recommended67%
gemini
competitor preferred 47%
mentioned73%
recommended40%
perplexity
competitor preferred 33%
mentioned93%
recommended53%
share of voice
Brand vs competitors

How prompt responses split between Cursor and the named competitor set across all 15 prompts and 4 platforms.

Cursor (you)recommended for 8/15
share of voice47%
GitHub Copilotrecommended for 4/15
share of voice38%
Codeiumrecommended for 1/15
share of voice9%
Tabninerecommended for 0/15
share of voice6%
recommendation gaps

Where Cursor loses the recommendation

Each gap is a prompt where the agent did not surface Cursor as the recommended answer. Severity reflects how close this prompt sits to a real buying decision.

direct comparison · cmp_compare_featureblocker

Compare Cursor and GitHub Copilot on workflow automation and reporting.

what agents said

Agents default to Copilot because Microsoft + GitHub trust signals dominate. Cursor's agent-mode advantages are referenced from third-party blogs, not first-party docs.

close the gap

Ship a canonical /compare/copilot page maintained in-house with side-by-side capabilities, refreshed quarterly with date stamps.

trust audit · trust_pricing_policyweak

What is Cursor's pricing, refund policy, and support SLA?

what agents said

Plan names and prices are surfaced reliably but support SLA and refund terms missing.

close the gap

Add a public support policy page and link it from pricing. Schema.org Offer.priceValidUntil + termsOfService.

displacement risk · dis_alternatives_to_brandweak

What are the best alternatives to Cursor?

what agents said

Continue.dev and Aider are now surfaced alongside Copilot in three of four agents — newer OSS entrants are getting indexed faster than Cursor's response pages.

close the gap

Publish a /vs/open-source page acknowledging the OSS field and citing benchmarks. Defensible positioning > silence.

blockers
1
weak
2
watch
0
fixes shipped
0 (sample)
run your own

Audit your brand against your real competitors.

Same 15-prompt matrix. Real agent responses where an LLM key is configured; deterministic synthesis otherwise. Output is a scored audit with prompts, evidence gaps, and the fixes ranked by impact.

run audit →

Sample report. Numbers above are illustrative of a real run on the same 15-prompt matrix — not a live audit. Real audits cite the verbatim response per platform.