Sameness Index · 4 sites compared

Your page scores 68 out of 100 for sameness against the 3 competitors you named.

https://chatgpt.com/business/enterprise/

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01

Your verdict

68
Sameness · vs 3 named
How is this calculated?

Your page is mostly the same.

Most of what your page says, Google Workspace says too. You're less same than 1 of the 6 AI chatbots sites scored (category avg 34).

Benchmarked against AI chatbots (matched from our curated set).
Sameness Index on a 0 to 100 scale, from distinctive at 0 to interchangeable at 100. This page scores 68. Claude (Anthropic) scores 71. Microsoft Copilot (Microsoft 365 Copilot) scores 70. Google Workspace scores 64. The category avg is 34.

Each named site is scored the same way, against the other 3 in this set, so its tick means the same as your marker. The dashed line is the frozen benchmark average.

  1. More same than average

    The average AI chatbots category leader scores 34; you scored 68.

    You are 34 points more same than the average AI chatbots category leader.

  2. Closest overlap: Google Workspace

    Of the 3 sites you named, Google Workspace echoes the most of what your page says: 76% of it, weighted by placement. Scored the same way you were, against the rest of the set, Google Workspace's own Sameness Index is 64. Those are different measures: the first is overlap with your page, the second is how same Google Workspace's whole page is.

    Google Workspace is the competitor you sound most like.

  3. Room to own more

    6% of your claim space is ownable: unique, relevant, and hard to copy. 2 of those claims sit in body copy, where few readers reach them.

    6% is ownable, and 2 buried opportunities could help you stand out more.

Do this first

Three changes worth testing first.

Chosen by rule from the comparison with Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace: the shared claim taking your most prominent space, then the claims only you make that sit too low on the page to be read. Each one links to its claim card.

  1. “Deploy enterprise-grade ChatGPT, powered by OpenAI's smartest models and agents including ChatGPT Work and Codex”

    Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace all say it too. Buyers may still need it, but shared ground cannot carry your hero — move it lower and give that space to something only you can say.

    Table stakes
    Most of the set says this too.
  2. “Eligible customers get hands-on support for implementation, training, and change management”

    Nobody in the set says this. It sits in body copy, where few readers reach it — worth testing higher up the page; only buyers can tell you whether it lands.

    Surface
    Yours alone. Test it higher up.
  3. “Includes 24/7 support with SLAs”

    A claim that is yours alone, filed in body copy. Try it where it will be read before the shared claims are, and let buyers tell you if it moves them.

    Surface
    Yours alone. Test it higher up.

Try these changes, then test them with real buyers.

This measures overlap. Whether buyers notice is a different question, and only they can answer it.

Test it with real buyers
02

What you can own

Claims only you make, that buyers weigh, and that competitors can’t easily copy.

6% of your page’s claim space is yours to keep.

6%Yours to keep18%Unique but weak76%A competitor says it too
Why this is not 100 minus the Sameness Index

The index is a weighted composite across six categories, including page structure and visuals. This bar is measured on your claims alone, weighted by where each one sits on the page. Different denominators, so the two never add to 100 and are not meant to.

Already leading with · 1

  1. Agent can run long multi-hour tasks

    “Can handle projects that take hours to complete”

Buried in body copy · 2

  1. 24/7 support with SLAs and paid premium tiers

    “Includes 24/7 support with SLAs”

  2. Hands-on implementation and change-management support

    “Eligible customers get hands-on support for implementation, training, and change management”

03

Where you blend in

Territory you spend prominent space on that the set also occupies. Not every line is one to delete — the question is whether it has earned the space, or whether something only you can say should be there instead.

  • Commodity · 100%Table stakesHero
    Frontier AI assistant for enterprise work
    • “Deploy enterprise-grade ChatGPT, powered by OpenAI's smartest models and agents including ChatGPT Work and Codex”
    • “Frontier AI built for enterprise”
    • “Work with the best of our models and AI agents”

    You say this 3 different ways.

    Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace all cover this territory. Buyers may need to hear it, but in your hero it spends the first impression on shared ground.

    They say
    • Claude (Anthropic)“The frontier, on every desk”
    • Microsoft Copilot (Microsoft 365 Copilot)“AI built for work”
    • Google Workspace“Google Workspace enables the future of AI-powered work for every business”
  • Commodity · 67%Table stakesHero
    High adoption and AI fluency among employees
    • “Help every team turn ambitious goals into finished work”
    • “100% active users in ChatGPT Enterprise”
    • “increase in AI fluency”

    You say this 3 different ways.

    Common ground with Claude (Anthropic) and Google Workspace. Say it if buyers need it — lower on the page, where it is not the thing they read first.

    They say
    • Claude (Anthropic)“Help everyone think deeper, do more, and build securely”
    • Google Workspace“Spark new ideas, save time, and get more done with Gemini”
  • Commodity · 100%Table stakesSection
    Admin governance, controls and identity management
    • “You control access to your company data and tools”

    Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace make the same claim. It cannot set you apart, so it should not carry the section.

    They say
    • Claude (Anthropic)“The security, compliance, and admin controls your organization needs”
    • Microsoft Copilot (Microsoft 365 Copilot)“Use controls to address oversharing concerns, protect data, and govern AI use to meet regulatory requirements”
    • Google Workspace“Easily manage team access and data controls”
  • Commodity · 100%Table stakesSection
    Autonomous agents complete multi-step work
    • “Can handle projects that take hours to complete”
    • “ChatGPT Work can plan, take action across your apps and files, and create finished materials like spreadsheets, slides, docs, and web apps”
    • “Help developers move faster with an AI agent that can work across codebases, make changes, run tests, and prepare work for review with enterprise controls”

    You say this 3 different ways.

    A buyer comparing tabs sees this on Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace. Yours earns nothing by repeating it up top; it can live lower down.

    They say
    • Claude (Anthropic)“Delegate tasks to Claude with Cowork - connect your files and tools, then hand off research, documents, and repetitive work”
    • Microsoft Copilot (Microsoft 365 Copilot)“Develop your own enterprise-grade, scalable, multi-channel agents with Copilot Studio, using natural language or pro-code tooling with the Microsoft 365 Agent…”
    • Google Workspace“Agent management: Build, deploy, and manage Google-, partner-, and custom-made agents at scale, with Gemini Enterprise”
  • Commodity · 100%Table stakesSection
    Enterprise-grade security and data protection
    • “We never train on your data and your data is secure”
    • “Enterprise-grade security built in”
    • “We comply with industry standards and regulations”

    You say this 3 different ways.

    Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace got here first as far as a buyer can tell. Keep the fact for readers who need it; move the position to a claim only your page can make.

    They say
    • Claude (Anthropic)“Made to pass security review”
    • Microsoft Copilot (Microsoft 365 Copilot)“Maintain the integrity of your data. With Copilot's integration in Microsoft 365 apps and Teams, your data is protected by enterprise-grade security and…”
    • Google Workspace“Your company data is strictly yours, and is not used to train models”
  • Commodity · 67%Table stakesSection
    Grounded in your company data and tools
    • “ChatGPT Work uses your approved tools, files, and team processes so outputs reflect how your company works”

    Shared with Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace, 67% of the set. True of you, true of them — which is exactly why it will not decide anything.

    They say
    • Microsoft Copilot (Microsoft 365 Copilot)“Get highly personalized, context-aware responses powered by Work IQ”
    • Google Workspace“Personalized AI built into Workspace apps”
  • Commodity · 67%Table stakesSection
    Quantified productivity, time savings and ROI
    • “10x faster product insights from R&D”

    Nothing wrong with the claim; Claude (Anthropic) and Microsoft Copilot (Microsoft 365 Copilot) just make it as well. Treat it as the price of entry and spend the prominent space elsewhere.

    They say
    • Claude (Anthropic)“We saw 12 hours of prototyping work collapse into about 20 minutes”
    • Microsoft Copilot (Microsoft 365 Copilot)“Hours of projected time savings per user per month”
  • Contested · 33%SharpenSection
    Named customers and customer testimonials as proof
    • “Over 5 million business users across industries”
    • “The net promoter score of ChatGPT Enterprise was through the roof. This was by far the company-favorite solution.”

    You say this 2 different ways.

    Claude (Anthropic) is on this territory too (33% of the set). It narrows the field without winning it — make it specific enough that it cannot be said of them.

    They say
    • Claude (Anthropic)“Trusted by the world's leading organizations”
04

Claim-by-claim evidence

Every claim on your page (27)
What the columns mean
Claim
The grouped claim, then your exact line beneath it.
Type
What kind of claim it is: category, segment, outcome, capability, quality or proof.
Placement
Where it sits on your page: hero, section or body copy. Hero claims weigh most in the index.
Same claim
Share of the competitors making this exact claim. Drives ownership and ownable share.
Same territory
Share of the competitors with any claim in the same buyer-facing territory. This is what the index is scored on.
Sayability
Whether a competitor could truthfully make the same claim: anyone could, copyable with effort, or hard to copy.
Relevant
Whether buyers decide on this. A unique claim nobody buys on is not ownable.
Ownership
Commodity: 60% or more of the set says it. Contested: 20–59%. Unique: under 20%, owned when it is also hard to copy.

Tap a column to sort by it; tap again to reverse. Sorted by Same claim, highest first.

  • Frontier/leading AI built for enterprise work
    “Frontier AI built for enterprise”
    categoryHerosame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot), Google Workspace
  • Admin controls over access to data, tools and agents
    “You control access to your company data and tools”
    capabilitySectionsame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot), Google Workspace
  • Customer data is not used to train models
    “We never train on your data and your data is secure”
    qualitySectionsame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot), Google Workspace
  • Deploy enterprise-grade AI assistant organization-wide
    “Deploy enterprise-grade ChatGPT, powered by OpenAI's smartest models and agents including ChatGPT Work and Codex”
    capabilityHerosame claim 67%same territory 100%Anyone could say it
    Commodity
    Also on Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot)
  • Helps every employee do more work
    “Help every team turn ambitious goals into finished work”
    outcomeHerosame claim 67%same territory 67%Anyone could say it
    Commodity
    Also on Claude (Anthropic), Google Workspace
  • Enterprise-grade security built in
    “Enterprise-grade security built in”
    qualitySectionsame claim 67%same territory 100%Anyone could say it
    Commodity
    Also on Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot)
  • Meets industry compliance standards and certifications
    “We comply with industry standards and regulations”
    qualitySectionsame claim 67%same territory 100%Anyone could say it
    Commodity
    Also on Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot)
  • Outputs grounded in your company's tools, files and context
    “ChatGPT Work uses your approved tools, files, and team processes so outputs reflect how your company works”
    capabilitySectionsame claim 67%same territory 67%Copyable with effort
    Commodity
    Also on Microsoft Copilot (Microsoft 365 Copilot), Google Workspace
  • Access to the best frontier models and agents
    “Work with the best of our models and AI agents”
    qualitySectionsame claim 33%same territory 100%Copyable with effort
    Contested
    Also on Claude (Anthropic)
  • Agent plans and produces finished deliverables across apps and files
    “ChatGPT Work can plan, take action across your apps and files, and create finished materials like spreadsheets, slides, docs, and web apps”
    capabilitySectionsame claim 33%same territory 100%Copyable with effort
    Contested
    Also on Claude (Anthropic)
  • Coding agent works across codebases with enterprise controls
    “Help developers move faster with an AI agent that can work across codebases, make changes, run tests, and prepare work for review with enterprise controls”
    capabilitySectionsame claim 33%same territory 100%Copyable with effort
    Contested
    Also on Claude (Anthropic)
  • Dramatic speedups in research, prototyping, documentation and prep
    “10x faster product insights from R&D”
    proofSectionsame claim 33%same territory 67%Anyone could say it
    Contested
    Also on Claude (Anthropic)
  • High active-usage/adoption rates among deployed employees
    “100% active users in ChatGPT Enterprise”
    proofSectionsame claim 33%same territory 67%Copyable with effort
    Contested
    Also on Claude (Anthropic)
  • Large customer base / trusted by leading organizations
    “Over 5 million business users across industries”
    proofSectionsame claim 33%same territory 33%Copyable with effort
    Contested
    Also on Claude (Anthropic)
  • Audit logs, compliance API and centralized governance visibility
    “ChatGPT Enterprise supports compliance requirements with centralized visibility, auditability, and governance controls, including Compliance API visibility…”
    capabilityBodysame claim 33%same territory 100%Anyone could say it
    Contested
    Also on Claude (Anthropic)
  • Encryption, retention and data protection controls
    “ChatGPT Enterprise supports encryption, retention, and compliance controls to help protect sensitive work”
    capabilityBodysame claim 33%same territory 100%Anyone could say it
    Contested
    Also on Claude (Anthropic)
  • Onboarding playbooks, training and adoption analytics includedgrouping uncertain
    “Get started quickly with a best-practice playbook, advanced workspace analytics, role-based courses, and expert sessions”
    capabilityBodysame claim 33%same territory 33%Anyone could say it
    Contested
    Also on Microsoft Copilot (Microsoft 365 Copilot)
  • Agent can run long multi-hour tasks
    “Can handle projects that take hours to complete”
    capabilitySectionsame claim 0%same territory 100%Copyable with effort
    Unique and owned
  • Customer quote: highest-rated, company-favorite AI tool
    “The net promoter score of ChatGPT Enterprise was through the roof. This was by far the company-favorite solution.”
    proofSectionsame claim 0%same territory 33%Anyone could say itnot a buying criterion
    Unique for now
  • Increase in employee AI fluency
    “increase in AI fluency”
    proofSectionsame claim 0%same territory 67%Anyone could say itnot a buying criterion
    Unique for now
  • 24/7 support with SLAs and paid premium tiers
    “Includes 24/7 support with SLAs”
    capabilityBodysame claim 0%same territory 33%Anyone could say it
    Unique for now
  • Automates financial close, variance analysis and forecasting
    “Run monthly close BvA and re-forecasting without manually stitching together data across systems”
    outcomeBodysame claim 0%same territory 0%Copyable with effortnot a buying criterion
    Unique and owned
  • Builds leadership-ready marketing readouts from briefs and data
    “Turn campaign briefs, docs, and performance data into leadership-ready readouts with clear recommendations for the next launch”
    capabilityBodysame claim 0%same territory 0%Anyone could say itnot a buying criterion
    Unique for now
  • Hands-on implementation and change-management support
    “Eligible customers get hands-on support for implementation, training, and change management”
    capabilityBodysame claim 0%same territory 33%Copyable with effort
    Unique and owned
  • Keeps sales account plans current automatically
    “Create a live account command center that stays current as activity changes, without having to rebuild account plans manually”
    outcomeBodysame claim 0%same territory 0%Copyable with effortnot a buying criterion
    Unique and owned
  • Prepares project status reviews from trackers and messages
    “Enter every weekly review with current risks, owners, and next steps—without chasing updates or rebuilding decks”
    outcomeBodysame claim 0%same territory 0%Copyable with effortnot a buying criterion
    Unique and owned
  • Queries warehouse/CRM data to build interactive reports for decisions
    “Move beyond answering ad hoc questions to guiding better decisions grounded in your company context”
    outcomeBodysame claim 0%same territory 0%Copyable with effortnot a buying criterion
    Unique and owned
05

How this was calculated

Sameness measures how much your claims overlap with the sites compared. It does not measure message quality or whether buyers prefer you.

AI-analyzed: an AI read each page on its own and grouped the claims that say the same thing. No score here was written by a model — every number is computed from those groupings in our own code, with the weights below.

How the score is built
The six category scores, their weights, and what a high score in each one means
CategoryWeightYoursWhat a high score means
Messaging
Category framing, who it is for, and the outcome promised
30%60The most expensive kind of sameness. A buyer cannot tell what job you do that the others do not.
Claims
Attribute and benefit claims — speed, ease, quality, ROI
30%100Every shared claim is a line already read on another tab. Cut the ones nobody owns and spend the space on something they cannot.
Features
Capabilities and functions the page lists
15%85Expected in a mature category, and the least alarming of the six. Feature parity is normal; leading with it is the mistake.
Proof
The kinds of evidence offered: customer logos, numbers, testimonials, case studies, badges
10%34Same kinds of proof as everyone means the proof stops working as proof. It is scored on the kind of evidence, not on which customers are named.
Structure
Section order, navigation, CTA language and placement
10%23The generic SaaS template — hero, logos, three-feature grid, testimonial, CTA. Familiar is not the same as memorable.
Visual
Palette family, imagery style, layout patterns
5%35Weighted lowest on purpose: buyers rarely decide on this. Worth knowing, rarely worth fixing first.

Each site was read on its own first, with no knowledge of the others, so your page gets no benefit of the doubt a competitor’s does not. A category nothing could be measured for drops out and the rest are re-weighted, rather than counted as zero.

What we compared (4 pages read)
Your page
ChatGPT Enterprise
chatgpt.com
Competitor
Claude (Anthropic)
claude.com
Competitor
Microsoft Copilot (Microsoft 365 Copilot)
microsoft.com
Competitor
Google Workspace
workspace.google.com
What it cannot tell you

The index can find where two pages converge. It cannot say whether a buyer would notice, or which of your reasons to buy actually land. A single check also moves several points between runs, so read the band and the ranking, not the last digit.

Your highest-impact changes

  1. 1
    Table stakesYour hero copy says “Deploy enterprise-grade ChatGPT, powered by OpenAI's smartest models and agents including ChatGPT Work and Co…”.

    Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace all say it too. Buyers may still need it, but shared ground cannot carry your hero — move it lower and give that space to something only you can say.

  2. 2
    Table stakesYour hero copy says “Help every team turn ambitious goals into finished work”.

    Keep the fact, lose the position: claude (Anthropic) and Google Workspace say it too (67% of the set), and your hero is spending its first impression on the same territory as theirs.

  3. 3
    Table stakesYour section copy says “Work with the best of our models and AI agents”.

    This is the set's common ground — Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace all say it too. It will not set you apart wherever it sits, and in the section it costs you the one place a distinctive claim would be read.

  4. 4
    Table stakesYour section copy says “You control access to your company data and tools”.

    A buyer with three tabs open reads a version of this on every one of them. Say it further down for the readers who need it; the section should carry a claim they will only find here.

  5. 5
    Table stakesYour section copy says “ChatGPT Work can plan, take action across your apps and files, and create finished materials like spreadsheet…”.

    True of you and true of them: Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace all say it too. That is why it decides nothing, and why the section is the wrong place to spend it.

  6. 6
    Table stakesYour section copy says “We never train on your data and your data is secure”.

    In the section: Keep the fact, lose the position: claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace all say it too, and your section is spending its first impression on the same territory as theirs.

  7. 7
    Table stakesYour section copy says “Enterprise-grade security built in”.

    In the section: Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace all say it too. Buyers may still need it, but shared ground cannot carry your section — move it lower and give that space to something only you can say.

  8. 8
    Table stakesYour section copy says “We comply with industry standards and regulations”.

    In the section: Claude (Anthropic), Microsoft Copilot (Microsoft 365 Copilot) and Google Workspace all say it too. Buyers may still need it, but shared ground cannot carry your section — move it lower and give that space to something only you can say.

  9. 9
    Surface“Eligible customers get hands-on support for implementation, training, and change management” is yours alone, and buyers weigh it.

    Nobody in the set says this. It sits in body copy, where few readers reach it — worth testing higher up the page; only buyers can tell you whether it lands.

  10. 10
    Surface“Includes 24/7 support with SLAs” is yours alone, and buyers weigh it.

    A claim that is yours alone, filed in body copy. Try it where it will be read before the shared claims are, and let buyers tell you if it moves them.

The only way to know if it matters.

This report can tell you where your messaging overlaps. It cannot tell you whether a buyer would care, or which of your reasons to buy actually land. Put the page in front of real B2B buyers in your target market and ask them.

Test it with real buyers
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