Sameness Index · 4 sites compared

Your page scores 55 out of 100 for sameness against the 3 competitors you named.

https://xpander.ai/

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01

Your verdict

55
Sameness · vs 3 named
How is this calculated?

Your page is half shared.

About half of what your page says, StackAI also says. You're less same than 201 of the 366 SaaS sites scored (SaaS avg 56).

No category benchmark matched this set.
Sameness Index on a 0 to 100 scale, from distinctive at 0 to interchangeable at 100. This page scores 55. StackAI scores 62. Dust scores 49. Credal scores 70. The SaaS avg is 56.

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. Less same than average

    The average SaaS site scores 56; you scored 55.

    You are 1 point less same than the average SaaS site.

  2. Closest overlap: StackAI

    Of the 3 sites you named, StackAI echoes the most of what your page says: 69% of it, weighted by placement. Scored the same way you were, against the rest of the set, StackAI's own Sameness Index is 62. Those are different measures: the first is overlap with your page, the second is how same StackAI's whole page is.

    StackAI is the competitor you sound most like.

  3. Room to own more

    8% of your claim space is ownable: unique, relevant, and hard to copy. 5 of those claims sit in body copy, where few readers reach them.

    8% is ownable, and 5 buried opportunities could help you stand out more.

Do this first

Three changes worth testing first.

Chosen by rule from the comparison with StackAI, Dust and Credal: 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. “Move laptop agents to the cloud”

    StackAI, Dust and Credal 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. “Agents carry long, multi-step work across many systems to completion, with budget controls built in”

    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. “Credentials come from a vault at the moment of use, so the model never sees a secret”

    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.

8% of your page’s claim space is yours to keep.

8%Yours to keep29%Unique but weak63%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 · 0

Nothing owned sits at hero or section level yet.

Buried in body copy · 5

  1. Runs existing coding agent harnesses (Claude Code, Codex)

    “Runs harnesses: Claude Code, Codex, OpenCode, Your own”

  2. Every agent has a named identity tied to a human

    “Every agent has a named identity, and every action ties back to a specific human”

  3. Actions and data access run through a secure governed path

    “Run actions and pull data through a secure, governed path, not a workaround”

  4. Credentials vaulted so the model never sees secrets

    “Credentials come from a vault at the moment of use, so the model never sees a secret”

  5. Agents complete long multi-step work with budget controls

    “Agents carry long, multi-step work across many systems to completion, with budget controls built in”

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
    central governance and policy control over agents
    • “Move laptop agents to the cloud”
    • “One place defines who can run each agent, what it can reach, and what needs human approval”

    You say this 2 different ways.

    StackAI, Dust and Credal all cover this territory. Buyers may need to hear it, but in your hero it spends the first impression on shared ground.

    They say
    • StackAI“Security and Governance: Feature controls, audit logs, and more”
    • Dust“Control how AI is used across your company”
    • Credal“A skill that works on one person's laptop shouldn't have to be rebuilt by hand for the next team. Credal captures it once and publishes it to a governed…”
  • Commodity · 100%Table stakesSection
    connects to your existing systems and tools
    • “Connected to the systems your business already runs on”

    Common ground with StackAI, Dust and Credal. Say it if buyers need it — lower on the page, where it is not the thing they read first.

    They say
    • StackAI“Connect The Systems Your Team Uses”
    • Dust“Dust connects your company knowledge, tools, and teams so you can create, share, and run agents across real workflows”
    • Credal“Query them from Claude, ChatGPT, Cursor, or your own apps”
  • Commodity · 100%Table stakesSection
    full auditability and visibility of agent actions
    • “Full visibility into every agent action and decision”

    StackAI, Dust and Credal make the same claim. It cannot set you apart, so it should not carry the section. Nobody else uses your exact words, but everyone is on the ground. Nobody else makes this exact claim, but everyone occupies the territory — lead with the specific, not the generic.

    They say
    • StackAI“Human review where it matters: Integrate human oversight into critical decision points”
    • Dust“use audit logs and analytics to monitor activity, adoption, usage, costs, and ROI”
    • Credal“Every agent and MCP server in the registry feeds one consolidated audit log”
  • Commodity · 100%KeepSection
    one integrated platform for the whole lifecycle
    • “One integrated stack for connecting, controlling, sharing, and building agents across the company”

    StackAI, Dust and Credal all 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
    • StackAI“The Enterprise AI Agent Factory”
    • Dust“One system for your company's AI work”
    • Credal“Credal is the enterprise platform where teams build and govern MCP servers”
  • Commodity · 100%KeepSection
    works with any model, no lock-in
    • “The xpander Universal Harness: one runtime that works with any model, runs in any environment, and delivers agents wherever your people already work”

    Every page has to name its category and audience, and StackAI, Dust and Credal do too. Keep the line; just do not expect it to do any differentiating.

    They say
    • StackAI“LLM Agnostic: Deploy the best-performing model for every specific task”
    • Dust“Use different models for different tasks, with people in control”
    • Credal“No model lock-in. Switch between Claude, ChatGPT, Gemini, or any model without reconfiguring a single permission or prompt.”
  • Commodity · 67%Table stakesSection
    shared workspace where people and agents collaborate
    • “One team builds an agent. The whole company uses it”
    • “Agents and the people who use them work in the same place, with every action scoped and audited”

    You say this 2 different ways.

    A buyer comparing tabs sees this on Dust and Credal too (67% of the set). Yours earns nothing by repeating it up top; it can live lower down.

    They say
    • Dust“Multiplayer AI for human-agent collaboration”
    • Credal“Credal captures them as governed MCP servers and shares them across your organization”
  • Contested · 33%SharpenSection
    easy to start, no setup project
    • “No setup required”
    • “Working agents in days, not quarters”

    You say this 2 different ways.

    StackAI 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
    • StackAI“Go from time-consuming process to working agents in minutes”
04

Claim-by-claim evidence

Every claim on your page (23)
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.

  • Central place to set permissions and approval policy
    “One place defines who can run each agent, what it can reach, and what needs human approval”
    capabilitySectionsame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on StackAI, Dust, Credal
  • Connects to the systems and data you already run
    “Connected to the systems your business already runs on”
    capabilitySectionsame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on StackAI, Dust, Credal
  • Model-agnostic: works with any LLM, no lock-in
    “The xpander Universal Harness: one runtime that works with any model, runs in any environment, and delivers agents wherever your people already work”
    categorySectionsame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on StackAI, Dust, Credal
  • One integrated stack for the whole agent lifecycle
    “One integrated stack for connecting, controlling, sharing, and building agents across the company”
    categorySectionsame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on StackAI, Dust, Credal
  • Audit logs with per-task spend attribution
    “Every action is logged: runs, approvals, failures, with spend attributed per task”
    capabilityBodysame claim 67%same territory 100%Copyable with effort
    Commodity
    Also on Dust, Credal
  • Deploy in your own environment: VPC, on-prem, air-gapped
    “Run where your data lives: AWS, GCP, Azure, your VPC, on-prem, or fully air-gapped”
    capabilityBodysame claim 67%same territory 67%Copyable with effort
    Commodity
    Also on StackAI, Dust
  • Move laptop/individual agents into a governed shared environment
    “Move laptop agents to the cloud”
    capabilityHerosame claim 33%same territory 100%Copyable with effort
    Contested
    Also on Credal
  • Agents built by one team get shared and reused company-wide
    “One team builds an agent. The whole company uses it”
    outcomeSectionsame claim 33%same territory 67%Copyable with effort
    Contested
    Also on Credal
  • People and agents collaborate in a shared scoped workspace
    “Agents and the people who use them work in the same place, with every action scoped and audited”
    capabilitySectionsame claim 33%same territory 67%Anyone could say it
    Contested
    Also on Dust
  • Working agents live in days or minutes, not months
    “Working agents in days, not quarters”
    outcomeSectionsame claim 33%same territory 33%Anyone could say it
    Contested
    Also on StackAI
  • Agents act as the invoking user via your identity provider, inheriting permissions
    “Agents authenticate as the person who invoked them, through your identity provider, so every action respects that person's existing permissions”
    capabilityBodysame claim 33%same territory 67%Copyable with effort
    Contested
    Also on Credal
  • Agents delivered inside Slack, Teams, and chat tools people already use
    “Agents work where people already do: Slack, Teams, ChatGPT, Claude, and the Omni UI”
    capabilityBodysame claim 33%same territory 100%Copyable with effort
    Contested
    Also on Credal
  • Invoke the platform from inside existing chat tools
    “Tag Omni like a teammate, right inside ChatGPT, Claude, or whatever you already use”
    capabilityBodysame claim 33%same territory 100%Copyable with effort
    Contested
    Also on Credal
  • Agents available to every team across the business
    “Bring agents to every team across the business”
    segmentSectionsame claim 0%same territory 0%Anyone could say itnot a buying criterion
    Unique for now
  • Full visibility into every agent action
    “Full visibility into every agent action and decision”
    outcomeSectionsame claim 0%same territory 100%Anyone could say it
    Unique for now
  • Natural-language agent builder creates agents for you
    “Omni is the AI engineer built into the xpander platform”
    categorySectionsame claim 0%same territory 0%Anyone could say it
    Unique for now
  • No setup or infrastructure project required
    “No setup required”
    qualitySectionsame claim 0%same territory 33%Anyone could say it
    Unique for now
  • Actions and data access run through a secure governed path
    “Run actions and pull data through a secure, governed path, not a workaround”
    qualityBodysame claim 0%same territory 33%Anyone could say it
    Unique for now
  • Agents complete long multi-step work with budget controls
    “Agents carry long, multi-step work across many systems to completion, with budget controls built in”
    capabilityBodysame claim 0%same territory 0%Copyable with effort
    Unique and owned
  • Carry over skills and context already built elsewhere
    “Teach Omni the skills and context you've already built in your chosen AI tool, so it comes with you”
    capabilityBodysame claim 0%same territory 100%Copyable with effortnot a buying criterion
    Unique and owned
  • Credentials vaulted so the model never sees secrets
    “Credentials come from a vault at the moment of use, so the model never sees a secret”
    capabilityBodysame claim 0%same territory 33%Copyable with effort
    Unique and owned
  • Every agent has a named identity tied to a human
    “Every agent has a named identity, and every action ties back to a specific human”
    capabilityBodysame claim 0%same territory 67%Copyable with effort
    Unique and owned
  • Runs existing coding agent harnesses (Claude Code, Codex)
    “Runs harnesses: Claude Code, Codex, OpenCode, Your own”
    capabilityBodysame claim 0%same territory 100%Copyable with effort
    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%57The 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%33Every 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%n/aSame 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%78The 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%40Weighted 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
xpander.ai
xpander.ai
Competitor
StackAI
stackai.com
Competitor
Dust
dust.tt
Competitor
Credal
credal.ai
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 “Move laptop agents to the cloud”.

    StackAI, Dust and Credal 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 section copy says “One place defines who can run each agent, what it can reach, and what needs human approval”.

    Keep the fact, lose the position: stackAI, Dust and Credal all say it too, and your section is spending its first impression on the same territory as theirs.

  3. 3
    Table stakesYour section copy says “Connected to the systems your business already runs on”.

    This is the set's common ground — StackAI, Dust and Credal 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 “Full visibility into every agent action and decision”.

    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 “One team builds an agent. The whole company uses it”.

    True of you and true of them: Dust and Credal say it too (67% of the set). That is why it decides nothing, and why the section is the wrong place to spend it.

  6. 6
    Table stakesYour section copy says “Agents and the people who use them work in the same place, with every action scoped and audited”.

    In the section: Dust and Credal say it too (67% of the set). 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.

  7. 7
    Table stakesYour body copy says “Agents work where people already do: Slack, Teams, ChatGPT, Claude, and the Omni UI”.

    In the body: True of you and true of them: StackAI, Dust and Credal all say it too. That is why it decides nothing, and why the body is the wrong place to spend it.

  8. 8
    Table stakesYour body copy says “Every action is logged: runs, approvals, failures, with spend attributed per task”.

    In the body: Keep the fact, lose the position: stackAI, Dust and Credal all say it too, and your body is spending its first impression on the same territory as theirs.

  9. 9
    Surface“Agents carry long, multi-step work across many systems to completion, with budget controls built in” 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“Credentials come from a vault at the moment of use, so the model never sees a secret” 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.

  11. 11
    Surface“Every agent has a named identity, and every action ties back to a specific human” is yours alone, and buyers weigh it.

    No competitor page makes this claim. Today it is in body copy; it is a candidate for the space the table-stakes lines are taking.

  12. 12
    Surface“Runs harnesses: Claude Code, Codex, OpenCode, Your own” is yours alone, and buyers weigh it.

    The rest of the set has nothing on this ground. Buried in body copy it does no work; higher up it is the one line a comparing buyer cannot find elsewhere.

  13. 13
    Surface“Run actions and pull data through a secure, governed path, not a workaround” is yours alone, and buyers weigh it.

    Filed in body copy: 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.

Test it with real buyers
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