Your verdict
Your page is mostly the same.
Most of what your page says, Claude Code says too. You're less same than 1 of the 6 AI chatbots sites scored (category avg 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.
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.
Closest overlap: Claude Code
Of the 3 sites you named, Claude Code echoes the most of what your page says: 84% of it, weighted by placement. Scored the same way you were, against the rest of the set, Claude Code's own Sameness Index is 64. Those are different measures: the first is overlap with your page, the second is how same Claude Code's whole page is.
Claude Code is the competitor you sound most like.
Room to own more
5% of your claim space is ownable: unique, relevant, and hard to copy. 1 of those claims sits in body copy, where few readers reach it.
5% is ownable, and 1 buried opportunity could help you stand out more.
Three changes worth testing first.
Chosen by rule from the comparison with Cursor, Claude Code and GitHub Copilot: 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.
- “Build anything with Codex”
Cursor, Claude Code and GitHub Copilot 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 stakesMost of the set says this too. - “Codex PR reviews catch bugs our team would have missed, and we ship with more confidence because of 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.
SurfaceYours alone. Test it higher up. - “Move faster, go further, and bring your biggest ideas to life”
Keep the fact, lose the position: cursor, Claude Code and GitHub Copilot all say it too, and your hero is spending its first impression on the same territory as theirs.
Table stakesMost of the set says this too.
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.
What you can own
Claims only you make, that buyers weigh, and that competitors can’t easily copy.
5% of your page’s claim space is yours to keep.
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
- Produces high-quality output using fewer tokens
“Codex works efficiently, delivering high-quality results with fewer tokens”
Buried in body copy · 1
- Reviews catch bugs human reviewers miss
“Codex PR reviews catch bugs our team would have missed, and we ship with more confidence because of it”
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 stakesHeroautonomous agents build software for you
- “Build anything with Codex”
- “So you can focus where your judgment is needed most”
You say this 2 different ways.
Cursor, Claude Code and GitHub Copilot all cover this territory. Buyers may need to hear it, but in your hero it spends the first impression on shared ground.
They say- Cursor“Cursor is your coding agent for building ambitious software.”
- Claude Code“Claude Code is moving our team up a level: we decide what needs to happen, and smooth the process so it can build and verify end-to-end.”
- GitHub Copilot“GitHub Copilot is an AI coding agent that helps you write, understand, and ship software.”
- Commodity · 100%Table stakesHeronamed customers as proof
- “Trusted by top teams”
Common ground with Cursor, Claude Code and GitHub Copilot. Say it if buyers need it — lower on the page, where it is not the thing they read first.
They say- Cursor“Trusted every day by teams that build world-class software”
- Claude Code“Trusted by leading engineering teams including Ramp, Workato, Spotify, Asana, Plaid, Notion, Intercom, StubHub, Uber, Rakuten, Shopify, NASA, Brex, PagerDuty…”
- GitHub Copilot“Companies powered by GitHub: Duolingo, FedEx, American Airlines, Shopify, Stripe, CocaCola, Coyote Logistics, Mercado Libre, General Motors”
- Commodity · 100%Table stakesHeroships code faster, more output
- “Move faster, go further, and bring your biggest ideas to life”
Cursor, Claude Code and GitHub Copilot make the same claim. It cannot set you apart, so it should not carry the hero.
They say- Cursor“Software creation is changing.”
- Claude Code“Claude has dramatically accelerated our team's coding efficiency, saving 1-2 days of routine work per model.”
- GitHub Copilot“Ship faster with AI that work alongside you”
- Commodity · 100%Table stakesSectionintegrates with your existing tools and workflow
- “Now available in the ChatGPT app”
- “The same agent everywhere you code”
- “Bring Codex directly to your workflows”
You say this 3 different ways.
A buyer comparing tabs sees this on Cursor, Claude Code and GitHub Copilot. Yours earns nothing by repeating it up top; it can live lower down.
They say- Cursor“Bots can sign in to your tools, use them just like you do, and come back with finished work.”
- Claude Code“Claude Code connects with the tools that power development—deployment, databases, monitoring, version control.”
- GitHub Copilot“Use GitHub Copilot, your own custom agents, or the third-party ones you already rely on.”
- Commodity · 100%Table stakesSectionrun and manage many agents in parallel
- “Follow progress, steer agents, and review results in one place”
- “Designed for multi-agent workflows”
You say this 2 different ways.
Cursor, Claude Code and GitHub Copilot 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- Cursor“Works autonomously, runs in parallel”
- Claude Code“Projects: Group related coding sessions so you can run and easily supervise multiple Claude agents at once.”
- GitHub Copilot“Manage agent-driven work from one place”
- Commodity · 67%Table stakesSectionautomated code review catches bugs
- “Scale code review confidently”
Shared with Cursor and Claude Code, 67% of the set. True of you, true of them — which is exactly why it will not decide anything.
They say- Cursor“Cursor runs in your terminal, collaborates in Slack, and reviews PRs in GitHub.”
- Claude Code“Code Review: Catch more bugs before they reach production.”
- Commodity · 67%KeepSectionbest-in-class agentic coding quality
- “Built to drive real engineering work”
Cursor and Claude Code say what they are and who they are for, as every page in a category must. Keep it — it is orientation, not differentiation.
They say- Cursor“"The most useful AI tool that I currently pay for, hands down, is Cursor"”
- Claude Code“Hand Claude a bug fix, test, or multi-day migration.”
- Commodity · 67%Table stakesSectionincluded in existing plan / pricing efficiency
- “Codex works efficiently, delivering high-quality results with fewer tokens”
- “Codex is included in your ChatGPT plan”
You say this 2 different ways.
Nothing wrong with the claim; Claude Code and GitHub Copilot just make it as well. Treat it as the price of entry and spend the prominent space elsewhere.
They say- Claude Code“Team plan: Claude Code for every seat, with self-serve seat management and up to $500 per month in pooled API credits.”
- GitHub Copilot“Free plan: 2,000 completions per month”
- Commodity · 67%Table stakesSectionwork continues across sessions and devices
- “Keep tasks moving in the cloud”
- “Start tasks, follow progress, and pick up where you left off from another device”
You say this 2 different ways.
Across 2 of your lines: A buyer comparing tabs sees this on Cursor and GitHub Copilot too (67% of the set). Yours earns nothing by repeating it up top; it can live lower down.
They say- Cursor“Web & Mobile: Run cloud agents from your browser or phone.”
- GitHub Copilot“You can easily start working on one surface and continue the same session on another.”
Claim-by-claim evidence
Every claim on your page (21)
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.
Used by well-known engineering teams “Trusted by top teams” | proof | Hero | 100% | 100% | Anyone could say it | Yes | Commodity |
Connects to your other tools via plugins/MCP “Bring Codex directly to your workflows” | capability | Section | 100% | 100% | Anyone could say it | Yes | Commodity |
Same agent across editor, terminal, and chat surfaces “The same agent everywhere you code” | capability | Section | 100% | 100% | Copyable with effort | Yes | Commodity |
Build any software with this agent “Build anything with Codex” | capability | Hero | 67% | 100% | Anyone could say it | Yes | Commodity |
Developers move faster and ship more “Move faster, go further, and bring your biggest ideas to life” | outcome | Hero | 67% | 100% | Anyone could say it | Yes | Commodity |
Automated pull request review catches bugs “Scale code review confidently” | outcome | Section | 67% | 67% | Anyone could say it | Yes | Commodity |
Frees humans for higher-level judgment “So you can focus where your judgment is needed most” | outcome | Section | 67% | 100% | Anyone could say it | Yes | Commodity |
Handles hard real engineering work, not toys “Built to drive real engineering work” | category | Section | 67% | 67% | Anyone could say it | Yes | Commodity |
Included in existing subscription plan tiers “Codex is included in your ChatGPT plan” | capability | Section | 67% | 67% | Anyone could say it | Yes | Commodity |
Monitor, steer and review agents in one place “Follow progress, steer agents, and review results in one place” | capability | Section | 67% | 100% | Anyone could say it | Yes | Commodity |
Runs many agents in parallel “Designed for multi-agent workflows” | capability | Section | 67% | 100% | Anyone could say it | Yes | Commodity |
Cuts iteration/development time by a stated percentage “At Harvey, Codex transformed how we build by cutting early iteration time by 30–50%, freeing engineers to focus on system design and high-leverage decisions” | proof | Body | 67% | 100% | Anyone could say it | Yes | Commodity |
Best tool for agentic codinggrouping uncertain “The best way to build with agents” | quality | Section | 33% | 67% | Anyone could say it | No | Contested |
Cloud agents keep working after you disconnect “Keep tasks moving in the cloud” | capability | Section | 33% | 67% | Copyable with effort | Yes | Contested |
Resume the same session on another device “Start tasks, follow progress, and pick up where you left off from another device” | capability | Section | 33% | 67% | Copyable with effort | Yes | Contested |
Available inside the consumer chat app “Now available in the ChatGPT app” | capability | Section | 0% | 100% | Copyable with effort | No | Unique and owned |
Produces high-quality output using fewer tokens “Codex works efficiently, delivering high-quality results with fewer tokens” | quality | Section | 0% | 67% | Copyable with effort | Yes | Unique and owned |
Customer replaced other agent tools with this “At Wonderful, Codex CLI has completely replaced every other agentic harness for our core technology and architecture work requiring deep reasoning and…” | proof | Body | 0% | 100% | Anyone could say it | No | Unique for now |
Delivered tested refactor on schedule “Codex handled the refactor and test generation, delivering fully tested code fast, keeping the feature on schedule without added risk” | proof | Body | 0% | 67% | Anyone could say it | No | Unique for now |
Enables projects team couldn't otherwise take on “It's become our go-to for projects we wouldn't have otherwise been able to take on” | proof | Body | 0% | 100% | Anyone could say it | No | Unique for now |
Reviews catch bugs human reviewers miss “Codex PR reviews catch bugs our team would have missed, and we ship with more confidence because of it” | proof | Body | 0% | 67% | Anyone could say it | Yes | Unique for now |
- Used by well-known engineering teams“Trusted by top teams”proofHerosame claim 100%same territory 100%Anyone could say itCommodityAlso on Cursor, Claude Code, GitHub Copilot
- Connects to your other tools via plugins/MCP“Bring Codex directly to your workflows”capabilitySectionsame claim 100%same territory 100%Anyone could say itCommodityAlso on Cursor, Claude Code, GitHub Copilot
- Same agent across editor, terminal, and chat surfaces“The same agent everywhere you code”capabilitySectionsame claim 100%same territory 100%Copyable with effortCommodityAlso on Cursor, Claude Code, GitHub Copilot
- Build any software with this agent“Build anything with Codex”capabilityHerosame claim 67%same territory 100%Anyone could say itCommodityAlso on Cursor, GitHub Copilot
- Developers move faster and ship more“Move faster, go further, and bring your biggest ideas to life”outcomeHerosame claim 67%same territory 100%Anyone could say itCommodityAlso on Cursor, GitHub Copilot
- Automated pull request review catches bugs“Scale code review confidently”outcomeSectionsame claim 67%same territory 67%Anyone could say itCommodityAlso on Cursor, Claude Code
- Frees humans for higher-level judgment“So you can focus where your judgment is needed most”outcomeSectionsame claim 67%same territory 100%Anyone could say itCommodityAlso on Cursor, Claude Code
- Handles hard real engineering work, not toys“Built to drive real engineering work”categorySectionsame claim 67%same territory 67%Anyone could say itCommodityAlso on Cursor, Claude Code
- Included in existing subscription plan tiers“Codex is included in your ChatGPT plan”capabilitySectionsame claim 67%same territory 67%Anyone could say itCommodityAlso on Claude Code, GitHub Copilot
- Monitor, steer and review agents in one place“Follow progress, steer agents, and review results in one place”capabilitySectionsame claim 67%same territory 100%Anyone could say itCommodityAlso on Claude Code, GitHub Copilot
- Runs many agents in parallel“Designed for multi-agent workflows”capabilitySectionsame claim 67%same territory 100%Anyone could say itCommodityAlso on Cursor, Claude Code
- Cuts iteration/development time by a stated percentage“At Harvey, Codex transformed how we build by cutting early iteration time by 30–50%, freeing engineers to focus on system design and high-leverage decisions”proofBodysame claim 67%same territory 100%Anyone could say itCommodityAlso on Claude Code, GitHub Copilot
- Best tool for agentic codinggrouping uncertain“The best way to build with agents”qualitySectionsame claim 33%same territory 67%Anyone could say itnot a buying criterionContestedAlso on Cursor
- Cloud agents keep working after you disconnect“Keep tasks moving in the cloud”capabilitySectionsame claim 33%same territory 67%Copyable with effortContestedAlso on Cursor
- Resume the same session on another device“Start tasks, follow progress, and pick up where you left off from another device”capabilitySectionsame claim 33%same territory 67%Copyable with effortContestedAlso on GitHub Copilot
- Available inside the consumer chat app“Now available in the ChatGPT app”capabilitySectionsame claim 0%same territory 100%Copyable with effortnot a buying criterionUnique and owned
- Produces high-quality output using fewer tokens“Codex works efficiently, delivering high-quality results with fewer tokens”qualitySectionsame claim 0%same territory 67%Copyable with effortUnique and owned
- Customer replaced other agent tools with this“At Wonderful, Codex CLI has completely replaced every other agentic harness for our core technology and architecture work requiring deep reasoning and…”proofBodysame claim 0%same territory 100%Anyone could say itnot a buying criterionUnique for now
- Delivered tested refactor on schedule“Codex handled the refactor and test generation, delivering fully tested code fast, keeping the feature on schedule without added risk”proofBodysame claim 0%same territory 67%Anyone could say itnot a buying criterionUnique for now
- Enables projects team couldn't otherwise take on“It's become our go-to for projects we wouldn't have otherwise been able to take on”proofBodysame claim 0%same territory 100%Anyone could say itnot a buying criterionUnique for now
- Reviews catch bugs human reviewers miss“Codex PR reviews catch bugs our team would have missed, and we ship with more confidence because of it”proofBodysame claim 0%same territory 67%Anyone could say itUnique for now
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
| Category | Weight | Yours | What a high score means |
|---|---|---|---|
Messaging Category framing, who it is for, and the outcome promised | 30% | 86 | The 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% | 67 | Every 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% | 90 | Expected 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% | 34 | Same 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% | 27 | The 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% | 57 | Weighted 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)
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
- 1Table stakesYour hero copy says “Build anything with Codex”.
Cursor, Claude Code and GitHub Copilot 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.
- 2Table stakesYour hero copy says “Move faster, go further, and bring your biggest ideas to life”.
Keep the fact, lose the position: cursor, Claude Code and GitHub Copilot all say it too, and your hero is spending its first impression on the same territory as theirs.
- 3Table stakesYour hero copy says “Trusted by top teams”.
This is the set's common ground — Cursor, Claude Code and GitHub Copilot all say it too. It will not set you apart wherever it sits, and in the hero it costs you the one place a distinctive claim would be read.
- 4Table stakesYour section copy says “Bring Codex directly to your workflows”.
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.
- 5Table stakesYour section copy says “So you can focus where your judgment is needed most”.
True of you and true of them: Cursor, Claude Code and GitHub Copilot all say it too. That is why it decides nothing, and why the section is the wrong place to spend it.
- 6Table stakesYour section copy says “Follow progress, steer agents, and review results in one place”.
In the section: Keep the fact, lose the position: cursor, Claude Code and GitHub Copilot all say it too, and your section is spending its first impression on the same territory as theirs.
- 7Table stakesYour section copy says “Designed for multi-agent workflows”.
In the section: This is the set's common ground — Cursor, Claude Code and GitHub Copilot 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.
- 8Table stakesYour section copy says “The same agent everywhere you code”.
In the section: Cursor, Claude Code and GitHub Copilot 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.
- 9Surface“Codex PR reviews catch bugs our team would have missed, and we ship with more confidence because of it” 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.
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.







