Sameness Index · 4 sites compared

Your page scores 69 out of 100 for sameness against the 3 competitors you named.

https://illumea.ai/

01

Your verdict

69
Sameness · vs 3 named
How is this calculated?

Your page is mostly the same.

Most of what your page says, CustomGPT.ai says too. You're the most same of the 7 AI chatbots sites scored (category avg 34).

Benchmarked against AI chatbots (the category you chose).
Sameness Index on a 0 to 100 scale, from distinctive at 0 to interchangeable at 100. This page scores 69. Botpress scores 63. CustomGPT.ai scores 62. Chatbase scores 65. 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 69.

    You are 35 points more same than the average AI chatbots category leader.

  2. Closest overlap: CustomGPT.ai

    Of the 3 sites you named, CustomGPT.ai echoes the most of what your page says. Scored the same way against the rest of the set, CustomGPT.ai sits at 62.

    CustomGPT.ai is the competitor you sound most like.

  3. Room to own more

    5% 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.

    5% 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 Botpress, CustomGPT.ai and Chatbase: 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. Built by ScarletFlash

    Botpress, CustomGPT.ai and Chatbase 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. Isolated per-customer storage: Every customer gets a dedicated vector store namespace. Your data is never co-mingled

    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. Encrypted in transit: All data flows over HTTPS/TLS, stored in a private, access-controlled database

    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.

02

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.

5%Yours to keep27%Unique but weak68%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. Detects purchase intent in conversations

    Buying Signal Detection: Every conversation is scanned for purchase intent — pricing questions, comparison requests, and more

Buried in body copy · 2

  1. Data encrypted in transit and at rest

    Encrypted in transit: All data flows over HTTPS/TLS, stored in a private, access-controlled database

  2. Per-customer isolated data storage

    Isolated per-customer storage: Every customer gets a dedicated vector store namespace. Your data is never co-mingled

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%KeepHero
    Full AI agent platform, not a basic chatbot
    • More than just a bot, a complete intelligence platform

    Botpress, CustomGPT.ai and Chatbase 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
    • BotpressThe AI-native customer support platform.
    • CustomGPT.aiDeploy your AI agent with your users or your team, wherever you need it
    • ChatbaseThe leading AI agent for CX
  • Commodity · 100%Table stakesHero
    Named customers and install base as proof
    • Built by ScarletFlash

    Botpress, CustomGPT.ai and Chatbase all cover this territory. Buyers may need to hear it, but in your hero it spends the first impression on shared ground. 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
    • BotpressTrusted by American Express, Kia, Polestar, VML, MTN, Converse, Suzano, Ingenico, Uniti
    • CustomGPT.aiRanked top 7 in GenAI — alongside the biggest names
    • ChatbaseAplazo streamlines shopper and merchant support with AI agents across 50K+ merchants
  • Commodity · 67%Table stakesHero
    Analytics and business intelligence from conversations
    • transforms every conversation into actionable intelligence that helps your business make better decisions

    Common ground with CustomGPT.ai and Chatbase. Say it if buyers need it — lower on the page, where it is not the thing they read first.

    They say
    • CustomGPT.aiprovides valuable visitor insights
    • Chatbasegave us significantly more insight into the questions our customers actually had
  • Commodity · 67%Table stakesHero
    Ingests your content and answers accurately with citations
    • engages visitors 24×7
    • Illumea indexes your content
    • Every response is cited to its source — no hallucinations, nothing left unverified
    • Multi-turn Memory: Illumea remembers what was said earlier in the same conversation, so a visitor never has to repeat themselves

    You say this 4 different ways.

    CustomGPT.ai and Chatbase make the same claim (67% of the set). It cannot set you apart, so it should not carry the hero.

    They say
    • CustomGPT.aiConnect and integrate your business knowledge from any source
    • ChatbaseConnect your data sources, define your agent's role, and set guardrails. No code required — ready in minutes
  • Commodity · 100%Table stakesSection
    Customizable to your brand and workflows
    • see how Illumea adapts to the specific questions, workflows, and buyers in your business

    Botpress, CustomGPT.ai and Chatbase 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
    • BotpressFAQs, Contextual answers, Self-service workflows, Troubleshooting, Proactive workflows
    • CustomGPT.aiPersonalize your agent's look and communication style with a few simple clicks
    • ChatbaseHelp customers find info and understand your products with a clear, on-brand voice
  • Commodity · 100%Table stakesSection
    Deploys fast with no technical help
    • Most businesses are live within an hour
    • No developer, no lengthy onboarding, no waiting weeks to see results
    • From content to conversations. In four easy steps.

    You say this 3 different ways.

    A buyer comparing tabs sees this on Botpress, CustomGPT.ai and Chatbase. Yours earns nothing by repeating it up top; it can live lower down.

    They say
    • BotpressPlain-language setup
    • CustomGPT.aiNo coding — Launch AI for your business with a platform your whole team can use
    • ChatbasePublish your agent across chat, WhatsApp, email, Slack, and more with a single click. Goes live instantly
  • Commodity · 100%Table stakesSection
    Enterprise-grade security, privacy and compliance
    • Your data, handled with care
    • Your content is private, isolated, and never used to train any shared model

    You say this 2 different ways.

    Botpress, CustomGPT.ai and Chatbase 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
    • BotpressYour data and your customers' data are protected to the highest industry standard.
    • CustomGPT.aiEnterprise-grade AI security
    • ChatbaseEnterprise-grade security
  • Commodity · 67%Table stakesSection
    Captures leads and drives sales conversations
    • Buying Signal Detection: Every conversation is scanned for purchase intent — pricing questions, comparison requests, and more
    • Proactive Engagement: Illumea notices when a visitor lingers, hesitates, or heads toward the exit. It starts the conversation proactively

    You say this 2 different ways.

    Shared with Botpress and CustomGPT.ai, 67% of the set. True of you, true of them — which is exactly why it will not decide anything.

    They say
    • BotpressProactive outreach: reaches out before the customer has to, when a limit, renewal, or change is coming
    • CustomGPT.aiAccelerate sales with AI-powered lead generation, personalized engagement, and streamlined pre-sales support
  • Commodity · 67%Table stakesSection
    Controls keep answers on approved content
    • Trained Only On Your Content: Every answer comes from your published website, PDFs, or connected documents

    Nothing wrong with the claim; Botpress and Chatbase just make it as well. Treat it as the price of entry and spend the prominent space elsewhere.

    They say
    • BotpressBotpress agents are built with escalation rules and fallback logic that determine exactly when AI acts and when it escalates.
    • ChatbaseRun real customer scenarios before going live. Validate accuracy, brand consistency, and edge case handling across every channel
  • Commodity · 67%Table stakesSection
    Grows revenue and conversions
    • Close the loop between enquiry and order

    A buyer comparing tabs sees this on CustomGPT.ai and Chatbase too (67% of the set). Yours earns nothing by repeating it up top; it can live lower down. 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
    • CustomGPT.aiGrow customer engagement and drive conversions
    • Chatbaseincrease revenue
  • Commodity · 67%Table stakesSection
    Integrates with your existing tools and handoff to humans
    • CRM & Handoff Integrations: Connect to Salesforce, Zendesk, Freshdesk, and HubSpot to create leads, log tickets, and sync support cases

    Section-level, and shared: Botpress and Chatbase cover this territory. Buyers may need to hear it, but in your section it spends the first impression on shared ground.

    They say
    • BotpressHot handoff to a human when needed, with conversation history, account details, and troubleshooting steps already attempted
    • ChatbaseIntegrations with CRMs, helpdesks, and more
04

Claim-by-claim evidence

Every claim on your page (29)
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.

  • Enterprise-grade security and data handling
    Your data, handled with care
    qualitySectionsame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on Botpress, CustomGPT.ai, Chatbase
  • Live within hours or days, not weeks
    Most businesses are live within an hour
    outcomeSectionsame claim 100%same territory 100%Anyone could say it
    Commodity
    Also on Botpress, CustomGPT.ai, Chatbase
  • Ingests and indexes your existing content sources
    Illumea indexes your content
    capabilityHerosame claim 67%same territory 67%Anyone could say it
    Commodity
    Also on CustomGPT.ai, Chatbase
  • Positions itself as a full platform, not just a chatbot
    More than just a bot, a complete intelligence platform
    categoryHerosame claim 67%same territory 100%Anyone could say it
    Commodity
    Also on Botpress, Chatbase
  • Turns conversations into actionable business intelligence
    transforms every conversation into actionable intelligence that helps your business make better decisions
    outcomeHerosame claim 67%same territory 67%Anyone could say it
    Commodity
    Also on CustomGPT.ai, Chatbase
  • Holds formal compliance certifications (SOC 2, GDPR, pen test)
    GDPR-aligned practices: Minimal data collection, transparent processing, and a clear deletion rights policy
    qualityBodysame claim 67%same territory 100%Copyable with effort
    Commodity
    Also on Botpress, CustomGPT.ai
  • Widget appearance customizable to your brand
    you can customize the colours to match your brand and set avatars and fab images. Animated FAB is supported too
    capabilityBodysame claim 67%same territory 100%Anyone could say itnot a buying criterion
    Commodity
    Also on CustomGPT.ai, Chatbase
  • Answers customer questions around the clock
    engages visitors 24×7
    capabilityHerosame claim 33%same territory 67%Anyone could say it
    Contested
    Also on Chatbase
  • Answers are cited and hallucination-free
    Every response is cited to its source — no hallucinations, nothing left unverified
    qualitySectionsame claim 33%same territory 67%Copyable with effort
    Contested
    Also on CustomGPT.ai
  • Integrates with CRM and helpdesk systems
    CRM & Handoff Integrations: Connect to Salesforce, Zendesk, Freshdesk, and HubSpot to create leads, log tickets, and sync support cases
    capabilitySectionsame claim 33%same territory 67%Anyone could say it
    Contested
    Also on Chatbase
  • No developers or technical expertise required
    No developer, no lengthy onboarding, no waiting weeks to see results
    qualitySectionsame claim 33%same territory 100%Anyone could say it
    Contested
    Also on CustomGPT.ai
  • Proactively initiates conversations with visitors
    Proactive Engagement: Illumea notices when a visitor lingers, hesitates, or heads toward the exit. It starts the conversation proactively
    capabilitySectionsame claim 33%same territory 67%Anyone could say itnot a buying criterion
    Contested
    Also on Botpress
  • Responses constrained by guardrails to approved content
    Trained Only On Your Content: Every answer comes from your published website, PDFs, or connected documents
    qualitySectionsame claim 33%same territory 67%Anyone could say it
    Contested
    Also on Botpress
  • Setup is a simple few-step process
    From content to conversations. In four easy steps.
    qualitySectionsame claim 33%same territory 100%Anyone could say it
    Contested
    Also on Botpress
  • Your data is never used to train shared models
    Your content is private, isolated, and never used to train any shared model
    qualitySectionsame claim 33%same territory 100%Anyone could say it
    Contested
    Also on CustomGPT.ai
  • Captures leads and alerts your team automatically
    The bot automatically surfaces a lead form and notifies your team the moment intent is detected
    capabilityBodysame claim 33%same territory 67%Anyone could say it
    Contested
    Also on CustomGPT.ai
  • Handoff to a human includes full conversation context
    When a human is needed, the full conversation transcript goes to them so they can pick up with full context
    capabilityBodysame claim 33%same territory 67%Anyone could say it
    Contested
    Also on Botpress
  • Built by a named parent company
    Built by ScarletFlash
    proofHerosame claim 0%same territory 100%Hard to copynot a buying criterion
    Unique and owned
  • Adapts to your specific business workflows and buyers
    see how Illumea adapts to the specific questions, workflows, and buyers in your business
    qualitySectionsame claim 0%same territory 100%Anyone could say itnot a buying criterion
    Unique for now
  • Connects enquiries through to orders
    Close the loop between enquiry and order
    outcomeSectionsame claim 0%same territory 67%Anyone could say itnot a buying criterion
    Unique for now
  • Detects purchase intent in conversations
    Buying Signal Detection: Every conversation is scanned for purchase intent — pricing questions, comparison requests, and more
    capabilitySectionsame claim 0%same territory 67%Copyable with effort
    Unique and owned
  • Remembers earlier context within a conversation
    Multi-turn Memory: Illumea remembers what was said earlier in the same conversation, so a visitor never has to repeat themselves
    capabilitySectionsame claim 0%same territory 67%Anyone could say itnot a buying criterion
    Unique for now
  • Data encrypted in transit and at rest
    Encrypted in transit: All data flows over HTTPS/TLS, stored in a private, access-controlled database
    capabilityBodysame claim 0%same territory 100%Anyone could say it
    Unique for now
  • DPA available and signable within 48 hours
    Data Processing Agreement: A full DPA is available and can be signed for deployments within 48 hours
    proofBodysame claim 0%same territory 100%Copyable with effortnot a buying criterion
    Unique and owned
  • Per-customer isolated data storage
    Isolated per-customer storage: Every customer gets a dedicated vector store namespace. Your data is never co-mingled
    capabilityBodysame claim 0%same territory 100%Copyable with effort
    Unique and owned
  • Role-based access control
    Role-based access control: Separate admin and customer-level roles with session-based authentication
    capabilityBodysame claim 0%same territory 100%Anyone could say itnot a buying criterion
    Unique for now
  • Serves education enrollment inquiries
    Education: Guide students from 'which course is right for me?' to enrollment, without a single missed inquiry
    segmentBodysame claim 0%same territory 0%Anyone could say itnot a buying criterion
    Unique for now
  • Serves SaaS prospect questions
    SaaS Companies: Help prospects with instant answers on specifications, integrations, pricing, and setup
    segmentBodysame claim 0%same territory 0%Anyone could say itnot a buying criterion
    Unique for now
  • Serves travel and hospitality bookings
    Travel, Tourism & Holiday Resorts: Answer availability, pricing, and destination questions instantly. Convert interest into bookings
    segmentBodysame claim 0%same territory 0%Anyone could say itnot a buying criterion
    Unique for now
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%70The 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%91Every 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%71Expected 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%38Same 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%34The 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%56Weighted 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
Illumea
illumea.ai
Competitor
Botpress
botpress.com
Competitor
CustomGPT.ai
customgpt.ai
Competitor
Chatbase
chatbase.co
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 “Built by ScarletFlash”.

    Botpress, CustomGPT.ai and Chatbase 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 “engages visitors 24×7”.

    Keep the fact, lose the position: customGPT.ai and Chatbase 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 hero copy says “Illumea indexes your content”.

    This is the set's common ground — CustomGPT.ai and Chatbase say it too (67% of the set). 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.

  4. 4
    Table stakesYour hero copy says “transforms every conversation into actionable intelligence that helps your business make better decisions”.

    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 hero should carry a claim they will only find here.

  5. 5
    Table stakesYour section copy says “Your data, handled with care”.

    True of you and true of them: Botpress, CustomGPT.ai and Chatbase 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 “Most businesses are live within an hour”.

    In the section: Keep the fact, lose the position: botpress, CustomGPT.ai and Chatbase 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 “No developer, no lengthy onboarding, no waiting weeks to see results”.

    In the section: This is the set's common ground — Botpress, CustomGPT.ai and Chatbase 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.

  8. 8
    Table stakesYour section copy says “From content to conversations. In four easy steps.”.

    In the section: Botpress, CustomGPT.ai and Chatbase 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“Isolated per-customer storage: Every customer gets a dedicated vector store namespace. Your data is never co-…” 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“Encrypted in transit: All data flows over HTTPS/TLS, stored in a private, access-controlled database” 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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