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

AI visibility report · operand.com · Oct 8, 2026 · 6 pages read

/ 100

Hard for AI to read

Can AI understand operand.com?

Most AI crawlers can't see your website's content.

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

“Provides due diligence and value creation services for leading private equity firms using quantitative methods and AI.”

Score capped at 35. Most of your content only appears after JavaScript runs, which most AI crawlers skip. Without it you'd score 44.

See what AI thinks you are Compare a competitor Share

When someone asks AI for a business like yours

You're most likely to lose them at: Compare you

01Find you80
Find you
Can AI crawlers reach and read your pages?
02Understand you50
Understand you
Can AI say who you are and what you do?
03Compare you38
Compare you
Can AI tell what you sell and what it costs?
04Recommend you26
Recommend you
Does AI have concrete reasons to pick you?
05Send customers42
Send customers
Can AI point someone to buy, book or contact you?

01 · AI Mirror

What AI thinks Operand 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 · operand.com

AI analysis · openai/gpt-oss-120b

Business

Operand

Evidence

“TITLE: Operand — Private-Markets Intelligence”

From homepage. Not found word for word on your site, so confidence was lowered.

45%

What you do

Provides due diligence and value creation services for leading private equity firms using quantitative methods and AI.

Evidence

“META DESCRIPTION: Due diligence and value creation for leading private equity firms. Quantitative methods and AI systems applied to private markets investing and operations.”

From homepage. Found on your site.

90%

7 things AI couldn't figure out about you

These are questions real customers ask assistants before they buy. Your site doesn't answer them clearly, so AI can't either.

How much does it cost?

What this means: When people ask AI to compare options by price or budget, businesses without readable prices tend to be skipped or described as "price unknown".

Where do you operate?

What this means: "Near me" and "in [city]" questions are how many local recommendations start. Without a clear location you can be left out.

What are the fees or pricing models for the services?

What this means: Clients need cost information to evaluate affordability.

Which regions or markets does Operand serve?

What this means: Geographic coverage affects relevance for potential clients.

What specific deliverables are included in a due diligence engagement?

What this means: Clients need to understand the scope of work.

How does Operand’s AI and quantitative approach differ from traditional consulting?

What this means: Differentiation influences client decision-making.

What is the typical timeline for a value creation project?

What this means: Timeline impacts planning and resource allocation.

What AI does get right

Category
Private equity intelligence and consulting
Sells
Due Diligence, Value Creation
For
leading private equity firms
Next step
Submit email via contact page form
AI can describe you in one sentence: "Provides due diligence and value creation services for leading private equity firms using quantitative methods and AI."
AI can name your offerings: Due Diligence and Value Creation.
Clear differentiator: Uses quantitative methods and AI systems applied to private markets investing and operati….

03 · What to change

The 5 changes that matter most

Ranked by how many points each costs you. Fixing these 5 alone could take operand.com from 35 to about 50.

01 CriticalCrawl AccessHurts: Discoverycosts 2.4 pts

Content is invisible without JavaScript

Your homepage's raw HTML contains only 0 words of text. The page is assembled by client-side JavaScript in the browser, so crawlers that don't run JavaScript see an almost empty page.

Words in raw HTML: 0
Rendering: client-side JavaScript

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

Serve your key content in the initial HTML (server-side rendering or prerendering).

In the AI Visibility Fix: 4 steps

02 HighStructured DataHurts: Understandingcosts 3.3 pts

No structured data (JSON-LD)

Your site has no structured data at all. AI has to infer every fact about you from prose.

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

Add JSON-LD structured data, starting with your Organization.

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

03 HighStructured DataHurts: Understandingcosts 3.3 pts

Organization markup is missing or incomplete

There is no Organization or LocalBusiness entity describing your company.

Why it matters: 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.

Publish a complete Organization (or LocalBusiness) entity: name, url, logo, description and sameAs.

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

04 HighOffering ClarityHurts: Comparisoncosts 3.2 pts

Offerings have no descriptions

Only 0 of 2 offerings have a description AI could use.

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

Give each offering a one-sentence description of what it is and who it's for.

In the AI Visibility Fix: 1 step

05 HighTrust SignalsHurts: Trustcosts 3 pts

No social proof

No testimonials, reviews, ratings or case studies were found.

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

Show proof as text: testimonials with names, ratings, client logos with names, case studies with numbers.

In the AI Visibility Fix: 3 steps

Plus 22 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Operand.

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 27 problems, in order of impact
Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 7 questions AI couldn't answer
Ready-to-paste code: structured data, meta tags, llms.txt
5 private re-scans over 60 days to confirm your new score
A brief you can forward to your developer

AI Visibility Fix for operand.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 operand.com got 35

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (Private equity intelligence and consulting). Full methodology

Crawl Access Can AI get in?

6 of 7 checks passed. Biggest gap: Content readable without JavaScript.

95%

12% of your score

✓

Homepage responds quickly20/20 pts

Your homepage loaded in 242 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 JavaScript0/20 pts

Your homepage's raw HTML contains only 0 words of text. The page is assembled by client-side JavaScript in the browser, so crawlers that don't run JavaScript see an almost empty page.

Words in raw HTML: 0
Rendering: client-side JavaScript

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.

Serve your key content in the initial HTML (server-side rendering or prerendering).

In the AI Visibility Fix: 4 steps

✓

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 20 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 6 checks passed. Biggest gap: AI knows your business name.

90%

17% of your score

AI knows your business name2/15 pts

AI could not reliably determine your business name. Its best guess is "Operand", taken from the domain.

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.

Declare your official business name the same way everywhere: page titles, og:site_name and Organization JSON-LD.

In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code

✓

AI can say what you do30/30 pts

AI can state what you do: "Provides due diligence and value creation services for leading private equity firms using quantitative methods and AI."

Based on: META DESCRIPTION: Due diligence and value creation for leading private equity firms. Quantitative methods and AI systems applied to private…(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 description15/15 pts

Homepage title: "Operand — Private-Markets Intelligence" (38 characters). Meta description: "Due diligence and value creation for leading private equity firms. Quantitative methods and AI systems applied to priva…" (155 characters).

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

Homepage H1 describes the business0/10 pts

Your homepage has no H1 heading.

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.

Make your homepage H1 say what you do in plain words.

In the AI Visibility Fix: 3 steps

✓

Consistent story across pages15/15 pts

AI found no conflicting statements across the pages it read.

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

AI classifies you as: Private equity intelligence and consulting.

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?

2 of 5 checks passed. Biggest gap: Offerings are described.

90%

16% of your score

✓

AI can name what you sell30/30 pts

AI identified 2 offerings: Due Diligence and Value Creation.

Due Diligence: META DESCRIPTION: Due diligence and value creation for leading private equity firms.(/diligence)
Value Creation: META DESCRIPTION: Due diligence and value creation for leading private equity firms.(/value-creation)

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 described0/20 pts

Only 0 of 2 offerings have a description AI could use.

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

Give each offering a one-sentence description of what it is and who it's for.

In the AI Visibility Fix: 1 step

Dedicated products or services page0/15 pts

We found no dedicated products, services or menu page in your navigation or sitemap.

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

Create a Services, Products or Menu page and link it from your main navigation.

In the AI Visibility Fix: 3 steps

✓

Clear target customer20/20 pts

AI understands you serve: leading private equity firms.

Based on: META DESCRIPTION: Due diligence and value creation for leading private equity firms.(homepage)

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

Offerings in structured data0/15 pts

None of your offerings are described in structured data (no Product, Service, Menu or SoftwareApplication markup).

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

Mark up your main offerings with schema.org Product, Service or Menu JSON-LD.

In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code

Pricing Transparency Can AI quote you?

0 of 3 checks passed. Biggest gap: Prices are readable.

90%

5% of your score

Prices are readable0/45 pts

AI could not find any pricing information on the pages it read.

Why it counts: For professional services, publishing a starting price or explaining your pricing model lets assistants include you when users filter by budget.

Explain how you price (hourly, fixed fee, retainer) and publish at least a starting price.

In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code

Pricing page exists0/20 pts

No pricing or rates page was found in your navigation or sitemap.

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

Add a pricing page (or menu, or rates page) linked from your navigation.

In the AI Visibility Fix: 2 steps

Prices in structured data

Not expected for your category.

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 clear0/15 pts

Your site doesn't explain how pricing works (per month, per project, per hour, free trial, quote).

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

State your pricing model in one line.

In the AI Visibility Fix: 1 step

Structured Data Is it machine-readable?

1 of 5 checks passed. Biggest gap: Structured data (JSON-LD) present.

95%

12% of your score

Structured data (JSON-LD) present0/25 pts

Your site has no structured data at all. AI has to infer every fact about you from prose.

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.

Add JSON-LD structured data, starting with your Organization.

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

Organization identity in structured data0/25 pts

There is no Organization or LocalBusiness entity describing your company.

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.

Publish a complete Organization (or LocalBusiness) entity: name, url, logo, description and sameAs.

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

Structured data is valid

No structured data to validate.

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

Category-relevant markup0/20 pts

Your markup doesn't describe the things that matter for a private equity intelligence and consulting (for example Service, ProfessionalService, LegalService).

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.

Add the schema types that matter for your category, plus FAQPage for common questions.

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

✓

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 AI0/10 pts

No llms.txt found at the root of your site.

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.

Publish a short llms.txt at the root of your site.

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

Trust Signals Can AI vouch for you?

1 of 7 checks passed. Biggest gap: Social proof.

90%

15% of your score

About page0/15 pts

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 details6/15 pts

No physical address or legal business details were found.

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

Publish your legal business name and at least city and country.

In the AI Visibility Fix: 2 steps

Social proof0/20 pts

No testimonials, reviews, ratings or case studies were found.

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

Show proof as text: testimonials with names, ratings, client logos with names, case studies with numbers.

In the AI Visibility Fix: 3 steps

Linked official profiles0/15 pts

No external profiles (LinkedIn, Google Maps, Instagram, review sites) are linked.

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.

Link your official profiles from your site and list them in sameAs.

In the AI Visibility Fix: 2 steps

Missing: privacy policy and terms.

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

Publish and link a privacy policy and terms.

In the AI Visibility Fix: 1 step

People behind the business0/10 pts

No founders, owners or team members are named.

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

Name the people behind the business.

In the AI Visibility Fix: 1 step

✓

No attempts to manipulate AI15/15 pts

No hidden or visible instructions aimed at AI systems were found.

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.

Agent Actionability Can AI take the next step?

0 of 5 checks passed. Biggest gap: Machine-readable contact methods.

90%

12% of your score

Machine-readable contact methods13/25 pts

Only one contact method is machine-readable (contact form).

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.

Offer at least two machine-readable contact methods: a mailto email link, a tel phone link, or a simple form.

In the AI Visibility Fix: 3 steps

Clear primary action13/25 pts

The only next step is a generic contact option. For a private equity intelligence and consulting, users expect to book a call or request a quote.

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.

Make the main next step for a private equity intelligence and consulting obvious: book a call or request a quote.

In the AI Visibility Fix: 3 steps

Self-serve completion8/20 pts

Nothing can be completed online: every path ends in a form or a phone call.

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.

Let customers (and their agents) complete the main action online.

In the AI Visibility Fix: 2 steps

Forms agents can fill5/10 pts

42 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 actions0/10 pts

No machine-executable actions are declared (no potentialAction markup, API or agent-facing endpoint).

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

Declare your key actions for machines.

In the AI Visibility Fix: 2 steps

Recommendation Confidence Would AI recommend you?

1 of 4 checks passed. Biggest gap: Common questions are answered.

90%

11% of your score

✓

Clear differentiation30/30 pts

AI understands what sets you apart: Uses quantitative methods and AI systems applied to private markets investing and operations..

Based on: META DESCRIPTION: Quantitative methods and AI systems applied to private markets investing and operations.(homepage)

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

Concrete, comparable facts0/20 pts

No concrete, quotable facts (years, clients, ratings, results) were found.

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.

Add 3 to 5 concrete facts customers care about.

In the AI Visibility Fix: 1 step

Clear service area0/20 pts

AI can't tell where you operate.

Why it counts: Location is one of the first filters an assistant applies. If it can't tell where you operate, it won't suggest you.

State your service area explicitly: city, neighborhoods or regions.

In the AI Visibility Fix: 2 steps

Common questions are answered3/30 pts

AI couldn't answer 6 basic questions about you, including: "What are the fees or pricing models for the services?", "Which regions or markets does Operand serve?" and "What specific deliverables are included in a due diligence engagement?".

What are the fees or pricing models for the services?: Clients need cost information to evaluate affordability.
Which regions or markets does Operand serve?: Geographic coverage affects relevance for potential clients.
What specific deliverables are included in a due diligence engagement?: Clients need to understand the scope of work.
How does Operand’s AI and quantitative approach differ from traditional consulting?: Differentiation influences client decision-making.

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

Answer the questions AI couldn't, in an FAQ section with FAQPage markup.

In the AI Visibility Fix: 6 steps + 1 piece of ready-to-paste code

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 · 0 words
/contactcontact · 0 words
/diligenceother · 0 words
/value-creationother · 0 words
/researchother · 0 words
/resources/software-investing-after-saaspocalypseblog · 0 words

Readable without JS

0 words on the homepage

Structured data

None

Sitemap

20 URLs

llms.txt

Not found

Built with

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Analysis

AI + deterministic · 4.6s

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Can AI understand operand.com?

What AI thinks Operand is

7 things AI couldn't figure out about you

The 5 changes that matter most

Content is invisible without JavaScript

No structured data (JSON-LD)

Organization markup is missing or incomplete

Offerings have no descriptions

No social proof

Make AI understand Operand.

How does your competitor score?

Why operand.com got 35

Show someone what AI thinks

What does AI think your business is?