Executive summary
Readiness report for 28 pages
The site-wide score is 83. The benchmark average is 73, and the homepage score is 87.
Summary written by gemini-3.5-flash-lite (2026-10-04) from the figures below and checked against them
We crawled our own site twice: on October 3, 2026 and on October 4, 2026. Between the two we added Organization and WebSite JSON-LD to every page that lacked it, put a Contact link in every footer and turned an existing line into an H2 on six pages. We changed pages, not the scanner and not the scoring. Both crawls are published as they came out.
| Check | Before | After |
|---|---|---|
| Organization / WebSite schema | 26 of 27 | 2 of 28 |
| Contact signals | 18 of 27 | 0 of 28 |
| Content schema (Article, FAQ…) | 16 of 27 | 17 of 28 |
| Subheading structure (H2) | 10 of 27 | 4 of 28 |
| Structured data (JSON-LD) | 2 of 27 | 0 of 28 |
| Page title | 1 of 27 | 1 of 28 |
The number of pages differs because the site grew between the crawls. Pages still failing are listed in the report below. Two of them, the research report and the case study, are not ours to edit here.
AI readiness report, full site
Executive summary
Readiness report for 28 pages
The site-wide score is 83. The benchmark average is 73, and the homepage score is 87.
Summary written by gemini-3.5-flash-lite (2026-10-04) from the figures below and checked against them
0 pages could not be fetched. The three pillars, site average: Discoverability 27/40, Technical foundation 20/20, Content & trust 36/40.
Fixing this check adds 3 points to the site-wide score.
17 of 28 pages
+3 pointstypically markup for each page type
Fixing this check adds 0.7 points to the site-wide score.
4 of 28 pages
+0.7 pointstypically copy on each page
Fixing this check adds 0.6 points to the site-wide score.
2 of 28 pages
+0.6 pointstypically one template change
Author / about signals and canonical tag are working.
One row per page, grouped by section and by the exact set of checks failing. A filled square is a failing check, a hollow one is a pass. A column filled all the way down is likely a shared template: that is an inference from how many pages fail, not something we observed.
| Page | Canonical | Language | Title | Description | Open Graph | JSON-LD | H1 | H2 | Org schema | Content schema | About | Contact |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| /benchmarks | ||||||||||||
| /benchmarks/consumer-apps | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /benchmarks/crm | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /benchmarks/cybersecurity | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /benchmarks/devtools | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /benchmarks/dtc-brands | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /benchmarks/hospitality | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /tools | ||||||||||||
| /tools/llms-txt-checker | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes |
| /tools/schema-generator | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes |
| /research | ||||||||||||
| /research/case-study-agaone | passes | passes | fails | passes | passes | passes | passes | passes | fails | passes | passes | passes |
| /benchmarks | ||||||||||||
| /benchmarks | passes | passes | passes | passes | passes | passes | passes | fails | passes | fails | passes | passes |
| /research | ||||||||||||
| /research | passes | passes | passes | passes | passes | passes | passes | fails | passes | fails | passes | passes |
| /tools | ||||||||||||
| /tools | passes | passes | passes | passes | passes | passes | passes | fails | passes | fails | passes | passes |
| /research | ||||||||||||
| /research/llms-txt-adoption-2… | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes | passes |
| /about | ||||||||||||
| /about | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /for-brands | ||||||||||||
| /for-brands | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /for-professionals | ||||||||||||
| /for-professionals | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /for-saas | ||||||||||||
| /for-saas | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /playbooks | ||||||||||||
| /playbooks | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /privacy | ||||||||||||
| /privacy | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /sample-report | ||||||||||||
| /sample-report | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /terms | ||||||||||||
| /terms | passes | passes | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes |
| /tools | ||||||||||||
| /tools/robots-txt | passes | passes | passes | passes | passes | passes | passes | fails | passes | passes | passes | passes |
| / | ||||||||||||
| / | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes |
| /agentic-commerce | ||||||||||||
| /agentic-commerce | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes |
| /citation-tracking | ||||||||||||
| /citation-tracking | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes |
| /compare | ||||||||||||
| /compare | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes |
| /mcp | ||||||||||||
| /mcp | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes |
| /methodology | ||||||||||||
| /methodology | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes | passes |
| Pages failing | 0/28 | 0/28 | 1/28 | 0/28 | 0/28 | 0/28 | 0/28 | 4/28 | 2/28 | 17/28 | 0/28 | 0/28 |
Worst first. Failed checks counts the 12 checks that belong to a page. The 4 site-level checks are on the Checks tab.
76/100Open this page
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<script type="application/ld+json">
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"headline": "Citehound — Consumer apps: AI Readiness Benchmark",
"description": "Consumer apps: 40 apps scanned on July 31, 2026, average AI readiness score 65/100 (range 30 to 97). Pillars, most-failed checks and crawler access.",
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"headline": "Citehound — CRM software: AI Readiness Benchmark",
"description": "CRM software: 31 platforms scanned on July 29, 2026, average AI readiness score 78/100 (range 53 to 91). Pillars, most-failed checks and crawler access.",
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"description": "Cybersecurity: 46 platforms scanned on July 31, 2026, average AI readiness score 78/100 (range 55 to 100). Pillars, most-failed checks and crawler access.",
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"headline": "Citehound — DevTools & Cloud: AI Readiness Benchmark",
"description": "DevTools & Cloud: 48 platforms scanned on July 31, 2026, average AI readiness score 74/100 (range 40 to 100). Pillars, most-failed checks and crawler access.",
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"headline": "Citehound — DTC brands: AI Readiness Benchmark",
"description": "DTC brands: 33 brands scanned on July 29, 2026, average AI readiness score 72/100 (range 46 to 87). Pillars, most-failed checks and crawler access.",
"inLanguage": "en",
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"headline": "Citehound — Hospitality & travel: AI Readiness Benchmark",
"description": "Hospitality & travel: 21 venues scanned on July 31, 2026, average AI readiness score 71/100 (range 58 to 96). Pillars, most-failed checks and crawler access.",
"inLanguage": "en",
"author": {
"@type": "Organization",
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"url": "https://getcitehound.com"
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"@type": "Article",
"headline": "Citehound — Consumer & E-commerce Brand GEO & AEO Playbooks",
"description": "Four GEO and AEO playbooks for consumer and e-commerce brands: e-commerce, consumer apps, hospitality and marketplaces. Fixes grounded in each category's sources.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
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"url": "https://getcitehound.com"
}
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"headline": "Citehound — Local & Independent Professional GEO & AEO Playbooks",
"description": "Four GEO and AEO playbooks for local and independent professionals: real estate, legal, health and wellness, and local services. Grounded in each category's sources.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
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"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
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<script type="application/ld+json">
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"headline": "Citehound — B2B SaaS GEO & AEO Playbooks",
"description": "Six GEO and AEO playbooks for B2B SaaS: CRM, MarTech, HRTech, FinTech, Cybersecurity and DevTools. Fixes grounded in each category's citation sources.",
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"@type": "Organization",
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"headline": "Citehound — Sample report: a real crawl of our own site",
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<script type="application/ld+json">
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"inLanguage": "en",
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"name": "[Your company name]"
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"url": "https://getcitehound.com"
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No page-level check fails here.
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No page-level check fails here.
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No page-level check fails here.
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No page-level check fails here.
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No page-level check fails here.
Select a page to see its failed checks.
No page matches.
None. Every page in the crawl was fetched.
A single-page scan reads the homepage only, so it cannot see these.
Why it matters. Declares content type and raises citation likelihood. Add Article or FAQPage schema.
+3 points if fixed everywheretypically markup for each page typepasses on the homepage
Pages affected
Why it matters. Sectioned content is far easier for AI systems to quote. Break content into H2 sections.
+0.7 points if fixed everywheretypically copy on each pagepasses on the homepage
Pages affected
Why it matters. Defines your brand as a verifiable entity — the base layer of trust. Add Organization schema.
+0.6 points if fixed everywheretypically one template changepasses on the homepage
Pages affected
Why it matters. Answer engines frequently use the title as your source label. Write a descriptive 10–70 character title.
+0.1 points if fixed everywheretypically copy on each pagepasses on the homepage
Pages affected
Pass on every page read: Author / about signals, Canonical tag, Contact signals, Meta description, Open Graph tags, Single H1 heading, Structured data (JSON-LD), html lang attribute.
These describe the whole site and read the same on every page.
10 AI crawlers have at least one Disallow rule that applies. That is often an ordinary path such as an admin area, not a block on the site. The scan gives it half credit.
Each distinct snippet appears once, with the pages it applies to. The JSON-LD uses placeholders where a fact is unknown. Fill them in; do not publish a placeholder.
Applies to 28 pages
# Allows the AI crawlers that are limited or blocked today User-agent: GPTBot Allow: / User-agent: ChatGPT-User Allow: / User-agent: OAI-SearchBot Allow: / User-agent: ClaudeBot Allow: / User-agent: anthropic-ai Allow: / User-agent: PerplexityBot Allow: / User-agent: Perplexity-User Allow: / User-agent: Google-Extended Allow: / User-agent: CCBot Allow: / User-agent: Bytespider Allow: /
Applies to 1 page
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"@type": "Article",
"headline": "Citehound — About Andaç Üzel",
"description": "Andaç Üzel built Citehound after ten years in content editing and content marketing. Why the free version covers most of what you need, and what Pro is for.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — B2B SaaS GEO & AEO Playbooks",
"description": "Six GEO and AEO playbooks for B2B SaaS: CRM, MarTech, HRTech, FinTech, Cybersecurity and DevTools. Fixes grounded in each category's citation sources.",
"inLanguage": "en",
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"@type": "Organization",
"name": "[Your company name]"
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"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Consumer & E-commerce Brand GEO & AEO Playbooks",
"description": "Four GEO and AEO playbooks for consumer and e-commerce brands: e-commerce, consumer apps, hospitality and marketplaces. Fixes grounded in each category's sources.",
"inLanguage": "en",
"author": {
"@type": "Organization",
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"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
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</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Local & Independent Professional GEO & AEO Playbooks",
"description": "Four GEO and AEO playbooks for local and independent professionals: real estate, legal, health and wellness, and local services. Grounded in each category's sources.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Free AI Visibility Tools",
"description": "Free tools for AI visibility: generate an AI-aware robots.txt, check your llms.txt file, and generate schema markup. No signup.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
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"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Research",
"description": "Citehound's research series: what we find when we scan real sites for AI visibility, category by category.",
"inLanguage": "en",
"author": {
"@type": "Organization",
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"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Privacy",
"description": "What Citehound's scanner fetches, what it stores, and what it doesn't collect. Plain-language privacy policy.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Terms",
"description": "Terms for using Citehound's free AI visibility scanner: provided as-is, scores are guidance not guarantees, and only scan domains you're authorized to check.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — AI Readiness Benchmarks by Category",
"description": "219 well-known sites across 6 categories, scanned in July 2026. Average AI readiness score 73/100. See each category's pillars, failed checks and crawler access.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — GEO and AEO Playbooks for 14 Categories",
"description": "Fourteen GEO and AEO playbooks for B2B SaaS, consumer and e-commerce brands and local professionals. Pick your category and read the playbook for it.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Sample report: a real crawl of our own site",
"description": "A real full-site crawl of getcitehound.com, 27 pages, run on October 3, 2026: site-wide score, worst pages, the checks that fail and the fixes.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 2 pages
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "Organization",
"name": "[Your company name]",
"url": "https://getcitehound.com",
"description": "Scan a site for AI visibility, free: 16 checks, 10 AI crawlers, live data. Then fix it with vertical-specific GEO & AEO playbooks. No email required."
},
{
"@type": "WebSite",
"name": "Citehound — AI Visibility Scanner & GEO Playbooks",
"url": "https://getcitehound.com",
"inLanguage": "en"
}
]
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — CRM software: AI Readiness Benchmark",
"description": "CRM software: 31 platforms scanned on July 29, 2026, average AI readiness score 78/100 (range 53 to 91). Pillars, most-failed checks and crawler access.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Cybersecurity: AI Readiness Benchmark",
"description": "Cybersecurity: 46 platforms scanned on July 31, 2026, average AI readiness score 78/100 (range 55 to 100). Pillars, most-failed checks and crawler access.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — DevTools & Cloud: AI Readiness Benchmark",
"description": "DevTools & Cloud: 48 platforms scanned on July 31, 2026, average AI readiness score 74/100 (range 40 to 100). Pillars, most-failed checks and crawler access.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — DTC brands: AI Readiness Benchmark",
"description": "DTC brands: 33 brands scanned on July 29, 2026, average AI readiness score 72/100 (range 46 to 87). Pillars, most-failed checks and crawler access.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Consumer apps: AI Readiness Benchmark",
"description": "Consumer apps: 40 apps scanned on July 31, 2026, average AI readiness score 65/100 (range 30 to 97). Pillars, most-failed checks and crawler access.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Applies to 1 page
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Citehound — Hospitality & travel: AI Readiness Benchmark",
"description": "Hospitality & travel: 21 venues scanned on July 31, 2026, average AI readiness score 71/100 (range 58 to 96). Pillars, most-failed checks and crawler access.",
"inLanguage": "en",
"author": {
"@type": "Organization",
"name": "[Your company name]"
},
"datePublished": "[YYYY-MM-DD]",
"url": "https://getcitehound.com"
}
</script>
Sample from a different brand This is the published sample for a CRM brand, not a result for this site. It shows what a run looks like.
Real answers from gemini-3.5-flash-lite on October 2, 2026, five tries per question, without web search. Each mark is one try: a filled mark means the brand was named, a hollow one means it was not.
Across all 90 answers the brand was named in 44. 18 questions in all.
These are the gaps. In every try, the answer did not include the brand.
| Question | gemini-3.5-flash-lite |
|---|---|
| What's the best CRM for a 40-person outbound sales team? | |
| What's a good free CRM for a freelancer or solo consultant? | |
| Which CRM works best for a B2B SaaS company with a product-led sales motion? | |
| Which CRMs have the best built-in email sequencing and call tracking? | |
| What are the best enterprise-grade CRMs that cost less than the market leader? | |
| Which CRM is best for managing a long, multi-stakeholder enterprise sales cycle? | |
| What's the best CRM for a company that wants sales and marketing in one tool? |
The same question gave a different answer from one try to the next.
| Question | gemini-3.5-flash-lite |
|---|---|
| Which CRM is best for a small business that sells mostly over email and phone? | |
| What CRM do mid-market companies with 200 to 500 employees usually choose? | |
| What are the best CRM options for a real estate team? | |
| What are the most affordable CRMs that still have workflow automation? | |
| Which CRM has the best reporting and sales forecasting for a VP of Sales? |
In every try, the answer included the brand.
| Question | gemini-3.5-flash-lite |
|---|---|
| Which CRM should a 10-person startup use that won't need a consultant to set up? | |
| What are the best CRMs that integrate natively with Slack? | |
| Which CRM is easiest for a non-technical sales team to adopt? | |
| What CRM should an agency use to manage clients and deals together? | |
| Which CRMs integrate well with Google Workspace and Gmail? | |
| Which CRMs are best for sales teams that work mostly from mobile? |
Who is named instead is not part of the published sample: it is anonymised and names no competitor. A run for your brand lists them. Source domains appear only for runs made with web search, and this one was made without it. One model on one date. It is not a ranking, it says nothing about other assistants, and a name inside a dismissive aside counts as named, not as an endorsement.
Get early access A self-serve version is still to come. Today we run it for you.
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