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

AI visibility report · verbiflow.com · Oct 7, 2026 · 6 pages read

/ 100

AI-ready

Can AI understand verbiflow.com?

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

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

“Verbiflow provides Mochi, an AI coworker in Slack that helps GTM teams with research, deal preparation, outreach, and pipeline building.”

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: Recommend you

01Find you100
Find you
Can AI crawlers reach and read your pages?
02Understand you100
Understand you
Can AI say who you are and what you do?
03Compare you100
Compare you
Can AI tell what you sell and what it costs?
04Recommend you64
Recommend you
Does AI have concrete reasons to pick you?
05Send customers84
Send customers
Can AI point someone to buy, book or contact you?

01 · AI Mirror

What AI thinks Verbiflow 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 · verbiflow.com

AI analysis · openai/gpt-oss-120b

Business

Verbiflow

Evidence

“Meet Mochi, your AI coworker for GTM engineering and operations.”

From homepage. Found on your site.

95%

What you do

Verbiflow provides Mochi, an AI coworker in Slack that helps GTM teams with research, deal preparation, outreach, and pipeline building.

Evidence

“Meet Mochi, your AI coworker for GTM engineering and operations.”

From homepage. Found on your site.

90%

6 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 many credits are needed for typical tasks?

What this means: Customers need to estimate cost and usage.

Is there a free trial or how long does it last?

What this means: Potential users want to test before paying.

What is the cancellation or refund policy?

What this means: Important for budgeting and risk assessment.

How is data privacy and security handled?

What this means: Sensitive GTM data may be processed.

Can credits be rolled over month to month?

What this means: Affects cost efficiency.

What integrations are supported beyond the listed ones?

What this means: Teams may need other tools.

What AI does get right

Name
Verbiflow
Category
AI-powered GTM automation platform
Sells
Starter, Pro, Scale, FDE+
For
Growth and GTM teams at B2B companies
Pricing
Starter $50/mo, Pro $250/mo, Scale $700/mo, custom pricing for FDE+.
Next step
Click "Get started" on plan pages to sign up., Talk to founders via "Talk to our founders" link.
Prices are public and readable (Starter $50/mo, Pro $250/mo, Scale $700/mo, custom pricing …).
AI can name your offerings: Starter, Pro, Scale and 1 more.
AI can describe you in one sentence: "Verbiflow provides Mochi, an AI coworker in Slack that helps GTM teams with research, deal preparation, outreach, and p…"

03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take verbiflow.com from 90 to about 95.

01 HighRecommendation ConfidenceHurts: Recommendationcosts 3 pts

Common questions go unanswered

AI couldn't answer 6 basic questions about you, including: "How many credits are needed for typical tasks?", "Is there a free trial or how long does it last?" and "What is the cancellation or refund policy?".

How many credits are needed for typical tasks?: Customers need to estimate cost and usage.
Is there a free trial or how long does it last?: Potential users want to test before paying.
What is the cancellation or refund policy?: Important for budgeting and risk assessment.
How is data privacy and security handled?: Sensitive GTM data may be processed.

Why it matters: 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

02 MediumAgent ActionabilityHurts: Taking actioncosts 2.2 pts

Few machine-readable contact methods

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

Why it matters: 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

03 LowRecommendation ConfidenceHurts: Comparisoncosts 1.1 pts

Few concrete, comparable facts

Only one concrete, quotable fact was found: "The award-winning platform for incremental computation.".

Why it matters: 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

Plus 4 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Verbiflow.

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 an FAQ for the 6 questions AI couldn't answer
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 verbiflow.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 verbiflow.com got 90

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (AI-powered GTM automation platform). 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 98 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 1374 words of readable text in the raw HTML, no JavaScript required.

Words in raw HTML: 1374

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 28 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?

All 6 checks passed.

90%

14% of your score

100

✓

AI knows your business name15/15 pts

AI identifies your business as "Verbiflow".

Source: Meet Mochi, your AI coworker for GTM engineering and operations.(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

AI can state what you do: "Verbiflow provides Mochi, an AI coworker in Slack that helps GTM teams with research, deal preparation, outreach, and pipeline building."

Based on: Meet Mochi, your AI coworker for GTM engineering and operations.(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: "Verbiflow: Your AI coworker for GTM" (35 characters). Meta description: "Meet Mochi, your AI coworker for GTM engineering and operations. Prepare for calls, follow up on deals, and build pipel…" (147 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 business10/10 pts

Homepage H1: "Your next GTM hire.Already in Slack.".

H1: Your next GTM hire.Already in Slack.

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 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: AI-powered GTM automation platform.

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?

All 5 checks passed.

90%

15% of your score

100

✓

AI can name what you sell30/30 pts

AI identified 4 offerings: Starter, Pro, Scale and FDE+.

Starter: Starter $50, month ... Research your first accounts and start reaching out.(/pricing)
Pro: Pro $250, month ... Run research and outreach across multiple senders.(/pricing)
Scale: Scale $700, month ... Work larger audiences with more sending accounts.(/pricing)
FDE+: FDE+ ... A dedicated engineer for your GTM infrastructure.(/pricing)

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

4 of 4 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

Found a dedicated page: /pricing.

Page: /pricing(/pricing)

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 customer20/20 pts

AI understands you serve: Growth and GTM teams at B2B companies.

Based on: Your next GTM hire.(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 data15/15 pts

Your offerings are marked up as SoftwareApplication, Offer, OfferCatalog and Service.

Schema types: SoftwareApplication, Offer, OfferCatalog, Service

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.

90%

12% of your score

100

✓

Prices are readable45/45 pts

AI can read your prices: Starter $50/mo, Pro $250/mo, Scale $700/mo, custom pricing for FDE+.

Pricing text: Starter $50, month ... Pro $250, month ... Scale $700, month ... Custom pricing for FDE engagements.(/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

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

36 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

Pricing model stated: "Self-serve plans start at $50 per month and include monthly credits and connected sending accounts. Credits cover metered work, with consum…".

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 8 JSON-LD blocks describing: Organization, ImageObject, Place, Person, WebSite, SoftwareApplication and 11 more.

Types: Organization, ImageObject, Place, Person, WebSite, SoftwareApplication, Offer, UnitPriceSpecification, FAQPage, Question, Answer, WebPage, OfferCatalog, Service, BreadcrumbList, ListItem, AboutPage

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, Offer and OfferCatalog, 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 ("Verbiflow").

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: People behind the business.

90%

10% of your score

✓

About page15/15 pts

Found an About page: /about.

Page: /about(/about)

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.

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 proof20/20 pts

Proof found: "Trusted by teams at".

Proof: Trusted by teams at
Proof: ★ Favorites

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

✓

Linked official profiles15/15 pts

Linked profiles: LinkedIn and GitHub.

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 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.

Your numbers are readable without JavaScript0/10 pts

Without JavaScript your stats read as zero: "0 ★ Favorites", "0% 0/0 VC-backed", "0.0% 0/8 VC-backed". A crawler that doesn't run scripts records exactly that.

AI reads: 0 ★ Favorites(/plays/saas-universe.html)
AI reads: 0% 0/0 VC-backed(/plays/saas-universe.html)
AI reads: 0.0% 0/8 VC-backed(/plays/saas-universe.html)
AI reads: 0.0% 0/31 VC-backed(/plays/saas-universe.html)

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?

3 of 4 checks passed. Biggest gap: Machine-readable contact methods.

90%

14% of your score

Machine-readable contact methods13/25 pts

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

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 action25/25 pts

Primary action found: "Get started", "Get started" and "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

Customers can complete online: 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 fill

No forms found.

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.

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

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?

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: AI coworker integrated directly in Slack plus optional forward‑deployed engineer for custom GTM infrastructure..

Based on: Mochi brings your CRM, conversations, and documents into the same task. ... FDE offering pairs Mochi with a forward‑deployed engineer.(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 facts10/20 pts

Only one concrete, quotable fact was found: "The award-winning platform for incremental computation.".

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 area12/20 pts

Your site doesn't say which regions or countries you serve.

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

Say which countries or regions you serve, and in which languages and currencies.

In the AI Visibility Fix: 2 steps

Common questions are answered3/30 pts

How many credits are needed for typical tasks?: Customers need to estimate cost and usage.
Is there a free trial or how long does it last?: Potential users want to test before paying.
What is the cancellation or refund policy?: Important for budgeting and risk assessment.
How is data privacy and security handled?: Sensitive GTM data may be processed.

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 · 1374 words
/pricingpricing · 498 words
/aboutabout · 200 words
/docsdocs · 163 words
/blogblog · 962 words
/plays/saas-universe.htmlother · 10269 words
/install.mdnot_html
/plays/security-guards.htmlThe operation was aborted due to timeout

Readable without JS

1374 words on the homepage

Structured data

Organization, ImageObject, Place, Person, WebSite

Sitemap

28 URLs

llms.txt

Present

Built with

Next.js

Analysis

AI + deterministic · 19s

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What does AI think your business is?

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Can AI understand verbiflow.com?

What AI thinks Verbiflow is

6 things AI couldn't figure out about you

The 3 changes that matter most

Common questions go unanswered

Few machine-readable contact methods

Few concrete, comparable facts

Make AI understand Verbiflow.

How does your competitor score?

Why verbiflow.com got 90

Show someone what AI thinks

What does AI think your business is?