Sameness Index · 5 sites compared

Your page scores 46 out of 100 for sameness against the 4 competitors you named.

https://c.dev.octopus.com/drafts/rebrand-prototype?_storyblok=215695469283031&_storyblok_c=rebrand_prototype&_storyblok_version=&_storyblok_lang=default&_storyblok_release=0&_storyblok_rl=1788420070831&_storyblok_tk%5Bspace_id%5D=185929&_storyblok_tk%5Btimestamp%5D=1788420070&_storyblok_tk%5Btoken%5D=d328f146e0695dbb7878f151f40bc1030ebb2d1d

01

Your verdict

46
Sameness · vs 4 named
How is this calculated?

Your page is half shared.

About half of what your page says, JawsDeploy also says. You're less same than 5 of the 8 ETL tools sites scored (category avg 50).

Benchmarked against ETL tools (inferred from the competitors you named).
Sameness Index on a 0 to 100 scale, from distinctive at 0 to interchangeable at 100. This page scores 46. Harness scores 47. GitLab scores 45. Azure DevOps scores 31. JawsDeploy scores 25. The category avg is 50.

Each named site is scored the same way, against the other 4 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 ETL tools category leader scores 50; you scored 46.

    You are 4 points less same than the average ETL tools category leader.

  2. Closest overlap: JawsDeploy

    Of the 4 sites you named, JawsDeploy echoes the most of what your page says. Scored the same way against the rest of the set, JawsDeploy sits at 25.

    JawsDeploy is the competitor you sound most like.

  3. Room to own more

    58% of your claim space is ownable: unique, relevant, and hard to copy.

    58% is ownable, and every claim you own already leads.

Do this first

Three changes worth testing first.

Chosen by rule from the comparison with Harness, GitLab, Azure DevOps and JawsDeploy: 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. AI has made writing code fast. Shipping it safely hasn't caught up.

    Harness, GitLab and Azure DevOps say it too (75% of the set). 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. Catch bugs and improve code quality before a PR even exists

    Keep the fact, lose the position: harness, GitLab and Azure DevOps say it too (75% of the set), and your section is spending its first impression on the same territory as theirs.

    Table stakes
    Most 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.

02

What you can own

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

58% of your page’s claim space is yours to keep.

58%Yours to keep11%Unique but weak31%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 · 8

  1. Deployment layer other CI tools lack

    Octopus is the deployment layer GitHub Actions and Azure DevOps don't build

  2. Catch bugs before code review

    Catch bugs and improve code quality before a PR even exists

  3. Free tier including every feature

    Free tier - Every feature included

  4. Pricing that never leaves you paying for unused capacity

    No shelfware. Ever.

  5. Progressive delivery with feature flags

    Ship progressively with feature flags

  6. Standardize deployment practice across all teams

    Standardize deployments at scale

  7. Test changes early against production-like environments

    Let changes meet production reality early

  8. Zero-downtime deployments

    Deploy with zero downtime

Buried in body copy · 0

Nothing buried. Every claim you own is already above body copy.

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 · 75%Table stakesHero
    catch problems before production
    • AI has made writing code fast. Shipping it safely hasn't caught up.
    • Catch bugs and improve code quality before a PR even exists
    • Let changes meet production reality early

    You say this 3 different ways.

    Harness, GitLab and Azure DevOps cover this territory. Buyers may need to hear it, but in your hero it spends the first impression on shared ground.

    They say
    • HarnessHarness is the Autonomous SDLC Platform that ships AI code as fast as it's written
    • GitLab50% faster vulnerability detection
    • Azure DevOpsImprove code quality and boost productivity with Azure DevOps
  • Commodity · 75%KeepHero
    one platform for the whole delivery lifecycle
    • The software delivery platform for DevOps teams and agents

    Harness, GitLab and Azure DevOps 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
    • HarnessAI for everything after code
    • GitLabSpeed with control for agentic software engineering
    • Azure DevOpsUse a complete DevOps solution—or just the products that fit your workflow
  • Commodity · 75%Table stakesSection
    named customers and testimonials as proof
    • Trusted by Accenture, EY, Starbucks, NASA, easyJet, Xero, Applied Systems

    Common ground with Harness, GitLab and Azure DevOps. Say it if buyers need it — lower on the page, where it is not the thing they read first.

    They say
    • HarnessTrusted by Citi, United Airlines, Ancestry, Morningstar, Workday, Experian, ADP, The Home Depot
    • GitLabThe faster deployment capabilities GitLab enables directly contribute to our business growth
    • Azure DevOps"We're early in our research collaboration platform (RCP) journey, but we're already able to bring scientific innovation across different clinical and…
  • Contested · 50%SharpenSection
    flexible pricing including free tier
    • Free tier - Every feature included
    • No shelfware. Ever.

    You say this 2 different ways.

    GitLab and JawsDeploy are on this territory too (50% of the set). It narrows the field without winning it — make it specific enough that it cannot be said of them. 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
    • GitLabCommit once, adjust anytime with flexible pricing
    • JawsDeployFree version available
  • Contested · 25%KeepHero
    deployment and release orchestration capability
    • Octopus is the deployment layer GitHub Actions and Azure DevOps don't build
    • Ship progressively with feature flags
    • Standardize deployments at scale
    • Deploy with zero downtime
    • Stay in control after deploy

    You say this 5 different ways.

    JawsDeploy say what they are and who they are for, as every page in a category must. Keep it — it is orientation, not differentiation. 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
    • JawsDeployReusable deployment flows
04

Claim-by-claim evidence

Every claim on your page (15)
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.

  • Platform for DevOps teams and AI agents
    The software delivery platform for DevOps teams and agents
    categoryHerosame claim 50%same territory 75%Anyone could say it
    Contested
    Also on Harness, GitLab
  • AI writes code faster than delivery can ship
    AI has made writing code fast. Shipping it safely hasn't caught up.
    outcomeHerosame claim 25%same territory 75%Anyone could say it
    Contested
    Also on Harness
  • Named enterprise logos as customers
    Trusted by Accenture, EY, Starbucks, NASA, easyJet, Xero, Applied Systems
    proofSectionsame claim 25%same territory 75%Copyable with effort
    Contested
    Also on Harness
  • Full audit history of activity
    Audit - view the full audit history by navigating to the Audit tab
    capabilityBodysame claim 25%same territory 75%Copyable with effort
    Contested
    Also on GitLab
  • Deployment layer other CI tools lack
    Octopus is the deployment layer GitHub Actions and Azure DevOps don't build
    categoryHerosame claim 0%same territory 25%Copyable with effort
    Unique and owned
  • Catch bugs before code review
    Catch bugs and improve code quality before a PR even exists
    outcomeSectionsame claim 0%same territory 75%Copyable with effort
    Unique and owned
  • Control deployments through rollout and recovery
    Stay in control after deploy
    outcomeSectionsame claim 0%same territory 25%Anyone could say it
    Unique for now
  • Free tier including every feature
    Free tier - Every feature included
    capabilitySectionsame claim 0%same territory 50%Copyable with effort
    Unique and owned
  • Pricing that never leaves you paying for unused capacity
    No shelfware. Ever.
    qualitySectionsame claim 0%same territory 50%Copyable with effort
    Unique and owned
  • Progressive delivery with feature flags
    Ship progressively with feature flags
    capabilitySectionsame claim 0%same territory 25%Copyable with effort
    Unique and owned
  • Standardize deployment practice across all teams
    Standardize deployments at scale
    outcomeSectionsame claim 0%same territory 25%Copyable with effort
    Unique and owned
  • Test changes early against production-like environments
    Let changes meet production reality early
    outcomeSectionsame claim 0%same territory 75%Copyable with effort
    Unique and owned
  • Zero-downtime deployments
    Deploy with zero downtime
    capabilitySectionsame claim 0%same territory 25%Copyable with effort
    Unique and owned
  • Deployment freeze windows
    Deployment Freezes prevent deployments to certain tenants without...
    capabilityBodysame claim 0%same territory 25%Copyable with effortnot a buying criterion
    Unique and owned
  • Supported Terraform provider for configuration
    DevOps teams can now manage their Octopus resources using a fully supported Terraform provider
    capabilityBodysame claim 0%same territory 25%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%55The 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%50Every 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%35Expected 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%21Same 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%n/aThe 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%47Weighted 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 (5 pages read)
Your page
Octopus
c.dev.octopus.com
Competitor
Harness
harness.io
Competitor
GitLab
about.gitlab.com
Competitor
Azure DevOps
azure.microsoft.com
Competitor
JawsDeploy
jawsdeploy.net
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 “AI has made writing code fast. Shipping it safely hasn't caught up.”.

    Harness, GitLab and Azure DevOps say it too (75% of the set). 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 “Catch bugs and improve code quality before a PR even exists”.

    Keep the fact, lose the position: harness, GitLab and Azure DevOps say it too (75% of the set), and your section is spending its first impression on the same territory as theirs.

  3. 3
    Table stakesYour section copy says “Trusted by Accenture, EY, Starbucks, NASA, easyJet, Xero, Applied Systems”.

    This is the set's common ground — Harness, GitLab and Azure DevOps say it too (75% of the set). 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 “Let changes meet production reality early”.

    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 body copy says “Audit - view the full audit history by navigating to the Audit tab”.

    True of you and true of them: Harness, GitLab and Azure DevOps say it too (75% of the set). That is why it decides nothing, and why the body is the wrong place to spend it.

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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