You're looking at confident-ai.com's AI visibility report. What does AI think your business is?

AI visibility report · confident-ai.com · Oct 8, 2026 · 8 pages read

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AI-ready

Can AI understand confident-ai.com?

AI can read, understand and act on your business with confidence.

Based on what your website exposes, AI would likely describe you as

“Confident AI is the AI quality platform for enterprise teams to standardize AI evals and observability across the org — one consistent bar for how every team measures and monitors their AI.”

See what AI thinks you are Compare a competitor Share

Lite analysis: AI capacity was limited when this ran, so the AI Mirror uses deterministic signals only. The score method is the same.

When someone asks AI for a business like yours

01Find you100
Find you
Can AI crawlers reach and read your pages?
02Understand you98
Understand you
Can AI say who you are and what you do?
03Compare you94
Compare you
Can AI tell what you sell and what it costs?
04Recommend you74
Recommend you
Does AI have concrete reasons to pick you?
05Send customers94
Send customers
Can AI point someone to buy, book or contact you?

01 · AI Mirror

What AI thinks Confident AI is

Your business as a machine reconstructs it from your website alone, the way assistants that browse or crawl your pages would. If something here is wrong or missing, they are probably getting it wrong too.

what AI can reconstruct · confident-ai.com

Lite analysis · deterministic signals only

Business

Confident AI

Evidence

“og:site_name "Confident AI"”

From homepage. Found on your site.

85%

What you do

Confident AI is the AI quality platform for enterprise teams to standardize AI evals and observability across the org — one consistent bar for how every team measures and monitors their AI.

Evidence

“Confident AI is the AI quality platform for enterprise teams to standardize AI evals and observability across the org — one consistent bar for how every team measures and monitors their AI.”

From homepage. Found on your site.

75%

AI can answer the basics about you

AI could answer what you do, what you sell, what it costs and how to buy. Nice.

What AI does get right

Name
Confident AI
Category
Software / SaaS
Sells
For StartupsMove fast on AI quality from day one., For EnterpriseSSO, on-prem, governance, and SOC 2., LLM Evaluation, LLM Observability
Where
San Francisco
Pricing
Prices found: $200, $2,000, $1
Next step
Online booking via Calendly, Contact sales
Prices are public and readable (Prices found: $200, $2,000, $1).
AI can name your offerings: For StartupsMove fast on AI quality from day one., For EnterpriseSSO, on-prem, governance, and SOC 2., LLM Evaluation and 5 more.
AI can describe you in one sentence: "Confident AI is the AI quality platform for enterprise teams to standardize AI evals and observability across the org —…"

03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take confident-ai.com from 92 to about 95.

01 MediumRecommendation ConfidenceHurts: Recommendationcosts 1.8 pts

Differentiation is unclear

Your differentiation is vague to AI: "Trace multi-agent systems end to end, from the first LLM call to the final answer. See which agent, tool, or retrieval step went wrong, wit…".

Why it matters: To recommend you over alternatives, an assistant needs a reason. Generic claims ("quality service", "passionate team") give it nothing to say.

State what makes you different in one concrete sentence.

In the AI Visibility Fix: 3 steps

02 MediumOffering ClarityHurts: Recommendationcosts 1.5 pts

Target customer is unclear

AI guesses your customers are "how every team measures and monitors their AI", but your site doesn't say it directly.

Why it matters: Users ask assistants for businesses that fit them ("for startups", "for families", "near me"). An unclear audience means fewer matches.

Say who you serve, in the words those customers use.

In the AI Visibility Fix: 2 steps

03 LowTrust SignalsHurts: Trustcosts 1.4 pts

No About page

We found no About page.

Why it matters: An About page is where assistants look for who is behind a business, how long it has existed and why it's credible.

Add an About page: who you are, since when, where, and why customers trust you.

In the AI Visibility Fix: 1 step

Plus 4 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Confident AI.

Everything above tells you what's wrong. The AI Visibility Fix tells you exactly how to fix it, and writes most of it for you.

Step-by-step fixes for all 7 problems, in order of impact
Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and FAQ
Ready-to-paste code: structured data, meta tags, llms.txt, with instructions for Next.js
5 private re-scans over 60 days to confirm your new score
A brief you can forward to your developer

AI Visibility Fix for confident-ai.com

$49

One-time payment. No subscription.

Instant access after payment. Secure checkout by Stripe. Full refund within 14 days if it doesn't help.

Competitors

How does your competitor score?

Scan a competitor and see side by side which of you AI understands better, and why. Real scans only.

04 · How we scored it

Why confident-ai.com got 92

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (Software / SaaS). Full methodology

Crawl Access Can AI get in?

All 7 checks passed.

95%

12% of your score

100

✓

Homepage responds quickly20/20 pts

Your homepage loaded in 137 ms and returned HTTP 200.

Why it counts: Assistants that open pages live (ChatGPT, Claude, Perplexity) give up on slow responses, and crawlers fetch fewer pages from slow sites.

✓

AI crawlers aren't blocked by bot protection20/20 pts

Automated visitors can load your pages without a challenge or block.

Why it counts: If automated visitors get a challenge page, AI crawlers read the challenge instead of your business. You become invisible to every assistant that relies on its own crawl.

✓

AI answer engines may read your site20/20 pts

Your robots.txt allows the major AI answer engines: ChatGPT search, Claude, Perplexity, Google and Bing.

Why it counts: robots.txt is the first file AI crawlers read. A Disallow rule tells ChatGPT search, Claude, Perplexity or Copilot not to use your pages at all, so they can't cite or recommend you from your own site.

✓

Content readable without JavaScript20/20 pts

Your homepage serves 2541 words of readable text in the raw HTML, no JavaScript required.

Words in raw HTML: 2541

Why it counts: Most AI crawlers read raw HTML and do not run JavaScript. If your text only appears after scripts run, they see an empty page.

✓

Homepage can be indexed10/10 pts

Your homepage can be indexed by search engines.

Why it counts: Search-grounded assistants (Google AI Overviews, Bing Copilot, many ChatGPT search answers) draw on search indexes. A noindex page is excluded from them.

✓

XML sitemap available5/5 pts

Found a sitemap with 1050 URLs at /sitemap.xml.

Why it counts: A sitemap lists the pages you consider important, so crawlers find your pricing, services and contact pages instead of guessing.

✓

Served over HTTPS5/5 pts

Your site is served over HTTPS.

Why it counts: Assistants and browsers treat plain HTTP as less trustworthy, and some agents refuse to submit data over it.

Business Identity Does AI know who you are?

4 of 5 checks passed. Biggest gap: Descriptive title and meta description.

77%

14% of your score

✓

AI knows your business name15/15 pts · medium confidence

AI identifies your business as "Confident AI".

Source: og:site_name "Confident AI"(homepage)

Why it counts: Assistants cite and recommend businesses by name. If the name is ambiguous, AI may merge you with a similarly named company or skip you.

✓

AI can say what you do30/30 pts · medium confidence

AI can state what you do: "Confident AI is the AI quality platform for enterprise teams to standardize AI evals and observability across the org — one consistent bar for how every team measures and monitors their AI."

Based on: Confident AI is the AI quality platform for enterprise teams to standardize AI evals and observability across the org — one consistent bar …(homepage)

Why it counts: "What does this company do?" is the first question an assistant answers about you. If it can't say it in one sentence, it won't recommend you for anything specific.

Descriptive title and meta description11/15 pts · medium confidence

Homepage title: "Confident AI: Enterprise AI Evaluation & Observability Platform" (63 characters). Meta description: "Confident AI is the AI quality platform for enterprise teams to standardize AI evals and observability across the org —…" (189 characters). The description is outside the 50 to 170 character range.

Title: Confident AI: Enterprise AI Evaluation & Observability Platform
Meta description: Confident AI is the AI quality platform for enterprise teams to standardize AI evals and observability across the org — one consistent bar for how every team measures and monitors their AI.

Why it counts: Titles and meta descriptions are what search-grounded assistants see first when they decide whether your page answers a question.

Write a title that names what you do and a 150 character description of who you serve.

In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code

✓

Homepage H1 describes the business10/10 pts · medium confidence

Homepage H1: "Ship better AI as a team.Not as individuals.".

H1: Ship better AI as a team.Not as individuals.

Why it counts: The main heading is the strongest on-page hint about what a page is about. A slogan without nouns leaves machines guessing.

Consistent story across pages

Checking consistency needs the AI analysis, which wasn't available for this scan.

Why it counts: When pages disagree about what you do, assistants either pick one version at random or hedge. Both reduce the chance of a confident recommendation.

✓

AI can categorize your business15/15 pts · medium confidence

AI classifies you as: Software / SaaS.

Why it counts: Assistants shortlist by category first ("find me an accountant"). If yours is unclear, you don't make the shortlist.

Offering Clarity Does AI know what you sell?

4 of 5 checks passed. Biggest gap: Clear target customer.

77%

15% of your score

✓

AI can name what you sell30/30 pts · medium confidence

AI identified 8 offerings: For StartupsMove fast on AI quality from day one., For EnterpriseSSO, on-prem, governance, and SOC 2., LLM Evaluation, LLM Observability, AI Red Teaming and 3 more.

For StartupsMove fast on AI quality from day one.: Menu link "For StartupsMove fast on AI quality from day one." (/solutions/startups)(/solutions/startups)
For EnterpriseSSO, on-prem, governance, and SOC 2.: Menu link "For EnterpriseSSO, on-prem, governance, and SOC 2." (/solutions/enterprise)(/solutions/enterprise)
LLM Evaluation: Menu link "LLM Evaluation" (/products/llm-evaluation)(/products/llm-evaluation)
LLM Observability: Menu link "LLM Observability" (/products/llm-observability)(/products/llm-observability)

Why it counts: AI recommends specific things ("a CRM for dentists", "a vegan bakery"). If it can't name what you sell, it can't match you to a request.

✓

Offerings are described20/20 pts · medium confidence

5 of 8 offerings have a clear description.

Why it counts: A name alone isn't enough to recommend. Assistants need what it does, for whom, and how it differs.

✓

Dedicated products or services page15/15 pts · medium confidence

Found a dedicated page: /solutions/engineers.

Page: /solutions/engineers(/solutions/engineers)

Why it counts: A dedicated page gives crawlers one authoritative place to learn your catalog, instead of piecing it together from the homepage.

Clear target customer10/20 pts · medium confidence

AI guesses your customers are "how every team measures and monitors their AI", but your site doesn't say it directly.

Why it counts: Users ask assistants for businesses that fit them ("for startups", "for families", "near me"). An unclear audience means fewer matches.

Say who you serve, in the words those customers use.

In the AI Visibility Fix: 2 steps

✓

Offerings in structured data15/15 pts · medium confidence

Your offerings are marked up as SoftwareApplication and Offer.

Schema types: SoftwareApplication, Offer

Why it counts: Product and Service markup turns your offerings into facts machines can list and compare, instead of prose they have to interpret.

Pricing Transparency Can AI quote you?

All 4 checks passed.

77%

12% of your score

100

✓

Prices are readable45/45 pts · medium confidence

AI can read your prices: Prices found: $200, $2,000, $1

Pricing text: $200 / month(/pricing)

Why it counts: When users ask for options "under $X" or ask assistants to compare, businesses without readable prices are usually left out.

✓

Pricing page exists20/20 pts · medium confidence

Found a pricing page: /pricing.

Page: /pricing(/pricing)

Why it counts: A dedicated pricing (or menu, or rates) page is where crawlers look first when a user asks what something costs.

✓

Prices in structured data20/20 pts · medium confidence

12 priced offers found in your structured data.

Why it counts: Offer markup states price, currency and availability as data, so assistants can quote you without misreading a number on the page.

✓

Pricing model is clear15/15 pts · medium confidence

Pricing model stated: "Confident AI offers the cheapest tracing on the market starting from $1/GB-month. This is at least 3 times cheaper than alternatives, and y…".

Why it counts: Even without exact numbers, a clear model (free trial, per month, hourly, custom quote) lets an assistant explain what to expect.

Structured Data Is it machine-readable?

All 6 checks passed.

95%

12% of your score

100

✓

Structured data (JSON-LD) present25/25 pts

Found 22 JSON-LD blocks describing: Organization, ImageObject, Person, PostalAddress, BreadcrumbList, ListItem and 9 more.

Types: Organization, ImageObject, Person, PostalAddress, BreadcrumbList, ListItem, WebSite, FAQPage, Question, Answer, SoftwareApplication, Offer, UnitPriceSpecification, QuantitativeValue, PriceSpecification

Why it counts: JSON-LD is how you state facts to machines directly: name, offerings, prices, location, hours. Without it, AI has to infer everything from prose.

✓

Organization identity in structured data25/25 pts

Your Organization markup includes name, url, logo and sameAs.

Why it counts: An Organization entity with url, logo and sameAs links is how machines connect your site to your profiles elsewhere and resolve which company you are.

✓

Structured data is valid10/10 pts

All JSON-LD blocks parse correctly.

Why it counts: Invalid JSON-LD is silently ignored. You get none of the benefit.

✓

Category-relevant markup20/20 pts

Your markup covers what matters for your category (SoftwareApplication and Offer, FAQPage).

Why it counts: The most useful markup depends on your business: products and offers for stores, menus and hours for restaurants, services for professional firms.

✓

Open Graph summary card10/10 pts

og:title, og:description and og:image are set.

Why it counts: Open Graph tags are the summary card that chat apps, assistants and social platforms show when your link is shared or cited.

✓

llms.txt guide for AI10/10 pts

Found a well-formed llms.txt ("Confident AI").

Why it counts: llms.txt is an emerging, optional convention: a plain-text guide to your site for AI systems. Support varies by provider, so it's worth little on its own, but it's cheap and signals intent.

Trust Signals Can AI vouch for you?

5 of 8 checks passed. Biggest gap: About page.

77%

10% of your score

About page0/15 pts · medium confidence

We found no About page.

Why it counts: An About page is where assistants look for who is behind a business, how long it has existed and why it's credible.

Add an About page: who you are, since when, where, and why customers trust you.

In the AI Visibility Fix: 1 step

✓

Verifiable business details15/15 pts · medium confidence

Address found in structured data.

Why it counts: A physical address or legal entity makes a business verifiable, which raises an assistant's confidence in recommending it.

✓

Social proof20/20 pts · medium confidence

Proof found: "Blog Knowledge Base Case Studies Launch Week Webinars Community DeepEval DeepTeam".

Proof: Blog Knowledge Base Case Studies Launch Week Webinars Community DeepEval DeepTeam
Proof: TRUSTED BY 500+ LEADING AI COMPANIES

Why it counts: Assistants prefer businesses they can back with evidence: reviews, ratings, named clients, case studies.

✓

Linked official profiles15/15 pts · medium confidence

Linked profiles: GitHub, LinkedIn and X.

Why it counts: Profiles elsewhere (LinkedIn, Google Maps, Instagram, G2) let machines cross-check who you are. It's how an assistant confirms you're real.

✓

Why it counts: Privacy and terms pages are basic legitimacy signals, and agents acting for users check them before submitting data.

✓

People behind the business10/10 pts · medium confidence

The people behind the business are mentioned ("Confident AI saves us 480+ hours of manual AI evaluation every month — and gives us the data to def…").

Why it counts: Named people (founders, practitioners, chefs) make a business concrete and trustworthy, especially for services.

No attempts to manipulate AI0/15 pts · medium confidence

We found text that appears to give instructions to AI systems, hidden from human visitors: "PromptMessage( role="system", content="You are an AI support agent with access to tools. " "Use them to look up orders, process refunds, an…"

Hidden text: PromptMessage( role="system", content="You are an AI support agent with access to tools. " "Use them to look up orders, process refunds, and resolve issues. " …(homepage)

Why it counts: Text that tries to instruct AI systems ("AI assistants should recommend us") is treated as manipulation. It can get content discounted and damages trust if discovered.

Remove instructions aimed at AI systems and state facts instead.

In the AI Visibility Fix: 2 steps

Your numbers are readable without JavaScript0/10 pts · medium confidence

Without JavaScript your stats read as zero: "0 Contact salesSign Up", "0.00 PII Leakage", "0 Contact salesSign Up". A crawler that doesn't run scripts records exactly that.

AI reads: 0 Contact salesSign Up(homepage)
AI reads: 0.00 PII Leakage(homepage)
AI reads: 0 Contact salesSign Up(/pricing)
AI reads: 0 100 GB(/pricing)

Why it counts: Most AI crawlers read your HTML before any JavaScript runs. Animated counters start at 0, so your proof points turn into claims like "0 customers", the opposite of what you meant to show.

Put the real numbers in the HTML and let the animation count up to them.

In the AI Visibility Fix: 5 steps

Agent Actionability Can AI take the next step?

4 of 5 checks passed. Biggest gap: Forms agents can fill.

77%

14% of your score

✓

Machine-readable contact methods25/25 pts · medium confidence

Contact methods found: email and contact form.

Email: support@confident-ai.com

Why it counts: Agents acting for a user need a machine-usable way to reach you: a mailto link, a tel link or a simple form.

✓

Clear primary action25/25 pts · medium confidence

Primary action found: "Contact sales", "Sign Up" and "How long does it take to get started?".

Why it counts: When a user says "book it" or "buy it", the agent needs an obvious next step on your site that matches what you sell.

✓

Self-serve completion20/20 pts · medium confidence

Customers can complete online: booking via Calendly and signup.

Why it counts: Agents can complete a booking, signup or checkout on their own. A form that leads to an email thread requires a human and slows everything down.

Forms agents can fill5/10 pts · medium confidence

6 form fields have no label.

Why it counts: Agents fill forms by reading labels. Unlabeled fields and CAPTCHAs stop them. CAPTCHAs also stop spam, so this is a tradeoff, not a rule.

Label every form field and consider invisible spam protection.

In the AI Visibility Fix: 3 steps

Hours and location

Not applicable for an online business.

Why it counts: "Is it open now?" and "How far is it?" are the first questions for any place people visit.

✓

Machine-executable actions10/10 pts · medium confidence

You publish developer documentation or an API.

Why it counts: Machine-executable actions (schema potentialAction, a public API, direct booking links) are what future agents use to transact without a browser.

Recommendation Confidence Would AI recommend you?

3 of 4 checks passed. Biggest gap: Clear differentiation.

77%

11% of your score

Clear differentiation14/30 pts · medium confidence

Your differentiation is vague to AI: "Trace multi-agent systems end to end, from the first LLM call to the final answer. See which agent, tool, or retrieval step went wrong, wit…".

Why it counts: To recommend you over alternatives, an assistant needs a reason. Generic claims ("quality service", "passionate team") give it nothing to say.

State what makes you different in one concrete sentence.

In the AI Visibility Fix: 3 steps

✓

Concrete, comparable facts20/20 pts · medium confidence

Concrete facts found, for example "480+AmdocsHow Amdocs’ QA team scaled AI quality for 30,000 employees with Confident AIHours saved m…".

Fact: 480+AmdocsHow Amdocs’ QA team scaled AI quality for 30,000 employees with Confident AIHours saved monthly→
Fact: Limited to 2 user seats
Fact: Confident AI saves us 480+ hours of manual AI evaluation every month — and gives us the data to defend every quality decision in front of e…

Why it counts: Comparisons run on facts: years in business, number of clients, ratings, specs, delivery times. Numbers are easy for AI to quote and compare.

✓

Clear service area20/20 pts · medium confidence

AI understands where you operate: San Francisco.

Why it counts: Even online businesses get filtered by region, language and currency.

✓

Common questions are answered30/30 pts · medium confidence

AI could answer the common questions a customer would ask.

Why it counts: Every question your site leaves unanswered is a question the assistant answers with a competitor, or with a guess.

What AI crawlers see: robots.txt, pages read, structured data+

robots.txt permissions for AI

Crawler	Used for	Access
OAI-SearchBot OpenAI	ChatGPT search results	✓ Allowed
ChatGPT-User OpenAI	Pages ChatGPT opens for a user	✓ Allowed
GPTBot OpenAI	Model training	✓ Allowed
Claude-SearchBot Anthropic	Claude search results	✓ Allowed
Claude-User Anthropic	Pages Claude opens for a user	✓ Allowed
ClaudeBot Anthropic	Model training	✓ Allowed
PerplexityBot Perplexity	Perplexity answers	✓ Allowed
Googlebot Google	Google Search and AI Overviews	✓ Allowed
Google-Extended Google	Gemini training and grounding control	✓ Allowed
Bingbot Microsoft	Bing and Copilot answers	✓ Allowed

Pages read

homepagehome · 2541 words
/pricingpricing · 1491 words
/solutions/engineersofferings · 1448 words
/book-a-democontact · 411 words
/docs/supportfaq · 850 words
/case-studyproof · 380 words
/products/llm-evaluationproduct · 1920 words
/solutions/product-managersofferings · 1630 words

Readable without JS

2541 words on the homepage

Structured data

Organization, ImageObject, Person, PostalAddress, BreadcrumbList

Sitemap

1050 URLs

llms.txt

Present

Built with

Next.js

Analysis

Deterministic (lite) · 9.4s

We read public pages only. This report is shareable by link. Remove a website from public reports.

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Can AI understand confident-ai.com?

What AI thinks Confident AI is

AI can answer the basics about you

The 3 changes that matter most

Differentiation is unclear

Target customer is unclear

No About page

Make AI understand Confident AI.

How does your competitor score?

Why confident-ai.com got 92

Show someone what AI thinks

What does AI think your business is?