Sameness Index · 5 sites compared

Your page scores 65 out of 100 for sameness against the 4 competitors you named.

https://www.coherehealth.com/

01

Your verdict

65
Sameness · vs 4 named
How is this calculated?

Your page is mostly the same.

Most of what your page says, Cotiviti says too. You're less same than 121 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 65. Availity scores 58. Optum scores 60. Cotiviti scores 66. Machinify scores 62. The SaaS avg is 56.

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. More same than average

    The average SaaS site scores 56; you scored 65.

    You are 9 points more same than the average SaaS site.

  2. Closest overlap: Cotiviti

    Of the 4 sites you named, Cotiviti echoes the most of what your page says. Scored the same way against the rest of the set, Cotiviti sits at 66.

    Cotiviti is the competitor you sound most like.

  3. Room to own more

    21% 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.

    21% 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 Availity, Optum, Cotiviti and Machinify: 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. helping health plans improve efficiency, quality, and financial performance while keeping humans in control

    Availity, Optum, Cotiviti and Machinify 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. 50% faster documentation

    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. 14% improvement in hit rate with full visibility into decision rationale

    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.

21% of your page’s claim space is yours to keep.

21%Yours to keep2%Unique but weak77%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 · 2

  1. High provider satisfaction score

    94% provider satisfaction

  2. Multi-fold ROI delivered to plans

    9x return on investment for payments program

Buried in body copy · 5

  1. Faster clinical documentation

    50% faster documentation

  2. Improved hit rate on payment integrity findings

    14% improvement in hit rate with full visibility into decision rationale

  3. Year-round documentation review against HEDIS quality measures

    Year-round clinical documentation evaluation against HEDIS, and other quality measures

  4. Share of prior authorizations approved in real time

    85% real-time approvals

  5. More accurate clinical decisions than alternatives

    30% more accurate decisions

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
    connected intelligence across data and workflows
    • Clinical intelligence that powers health plan operations
    • reducing friction, improving coordination, and compounding value over time

    You say this 2 different ways.

    Availity, Optum, Cotiviti and Machinify 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
    • AvailityHelps you seamlessly connect across the healthcare ecosystem
    • OptumSupport connected care
    • CotivitiCotiviti connects data, workflows, and intelligence across the healthcare ecosystem
    • MachinifyOne platform for all you do
  • Commodity · 100%Table stakesHero
    reduces administrative burden and cost
    • helping health plans improve efficiency, quality, and financial performance while keeping humans in control

    Availity, Optum, Cotiviti and Machinify all cover this territory. Buyers may need to hear it, but in your hero it spends the first impression on shared ground.

    They say
    • AvailityDigital Correspondence: Reduce print and postage costs and replace manual processes with digital solutions
    • OptumDrive growth, financial performance and clinical excellence with actionable data and analytics through technology and managed services
    • Cotivitihelping payers, providers, and government programs operate with greater accuracy, efficiency, and confidence
    • MachinifyMachinify's high-precision solutions optimize financial impact
  • Commodity · 100%Table stakesSection
    AI automation frees staff and lifts productivity
    • Cohere combines domain-specific AI with human expertise, helping teams spend less time gathering information and more time applying clinical judgment

    Common ground with Availity, Optum, Cotiviti and Machinify. Say it if buyers need it — lower on the page, where it is not the thing they read first.

    They say
    • AvailitySimplifies complex processes like prior authorizations
    • OptumFor payers, this shows our commitment to data-driven innovation and operational excellence through AI-powered automation
    • CotivitiAI capabilities help organizations improve accuracy, automate workflows, support faster decisions, and identify opportunities that would otherwise remain hidden
    • MachinifyOur AI operating system, combined with proven expertise, untangles healthcare data
  • Commodity · 100%Table stakesSection
    quantified ROI and financial results
    • 9x return on investment for payments program

    Availity, Optum, Cotiviti and Machinify 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
    • AvailityAutomated, self-service solution has improved efficiency, reduced denials, and increased revenue
    • OptumImprove accuracy and manage your financial performance
    • CotivitiImprove payment accuracy and reduce unnecessary costs across the claims lifecycle
    • MachinifySee how accuracy, service, and AI help you recover more and reduce friction
  • Commodity · 75%Table stakesSection
    scale proof: customers, lives, volume
    • 25M covered lives
    • Proven at scale.
    • 47M plan/provider interactions

    You say this 3 different ways.

    A buyer comparing tabs sees this on Optum, Cotiviti and Machinify too (75% of the set). Yours earns nothing by repeating it up top; it can live lower down.

    They say
    • OptumOn average, Optum Infusion nurses spend approximately 1,300 hours per year providing care to patients
    • Cotiviti25 of 25 Largest U.S. health plans as clients
    • Machinify85+ Customers, including 18 of the top 20 health plans
  • Contested · 50%SharpenSection
    humans stay in control and AI is explainable
    • AI handles the administrative work while humans remain in control of critical decisions

    Cotiviti and Machinify 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.

    They say
    • CotivitiAI Requires More Than Data
    • MachinifyFeedback loops improve continuously from humans in the loop and business outcomes
  • Contested · 50%SharpenSection
    real-time decisions and faster turnaround
    • faster reviews (up to X%)

    Shared with Optum and Machinify. Sharpen it to the thing only you do here, or it reads as a claim any of you could make.

    They say
    • OptumThis recognition highlights our ability to streamline workflows, enhance decision-making and accelerate care delivery
    • Machinifydelivers industry-leading speed
  • Contested · 25%SharpenSection
    customer satisfaction and service proof
    • 94% provider satisfaction

    Machinify is on this territory too (25% 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
    • MachinifyMachinify's key strengths are effective delivery of savings and responsiveness
04

Claim-by-claim evidence

Every claim on your page (25)
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.

  • Improves efficiency, quality and financial performance
    helping health plans improve efficiency, quality, and financial performance while keeping humans in control
    outcomeHerosame claim 75%same territory 100%Anyone could say it
    Commodity
    Also on Optum, Cotiviti, Machinify
  • Connected intelligence across data, workflows and functions
    Clinical intelligence that powers health plan operations
    categoryHerosame claim 50%same territory 100%Anyone could say it
    Contested
    Also on Cotiviti, Machinify
  • Covered lives under management
    25M covered lives
    proofSectionsame claim 50%same territory 75%Copyable with effort
    Contested
    Also on Cotiviti, Machinify
  • Proven at scale with large client base
    Proven at scale.
    proofSectionsame claim 50%same territory 75%Copyable with effort
    Contested
    Also on Cotiviti, Machinify
  • Volume of transactions/interactions processed
    47M plan/provider interactions
    proofSectionsame claim 50%same territory 75%Copyable with effort
    Contested
    Also on Optum, Cotiviti
  • AI plus human expertise frees staff from information gathering
    Cohere combines domain-specific AI with human expertise, helping teams spend less time gathering information and more time applying clinical judgment
    capabilitySectionsame claim 25%same territory 100%Anyone could say it
    Contested
    Also on Machinify
  • Built for and trusted by health plans/cliniciansgrouping uncertain
    Built for plans. Trusted by clinicians.
    segmentSectionsame claim 25%same territory 50%Anyone could say itnot a buying criterion
    Contested
    Also on Availity
  • Humans stay in control of decisions
    AI handles the administrative work while humans remain in control of critical decisions
    qualitySectionsame claim 25%same territory 50%Anyone could say it
    Contested
    Also on Machinify
  • Insights from one function inform another, compounding value
    reducing friction, improving coordination, and compounding value over time
    outcomeSectionsame claim 25%same territory 100%Anyone could say it
    Contested
    Also on Cotiviti
  • Speeds patient access to care, faster reviews
    faster reviews (up to X%)
    proofSectionsame claim 25%same territory 50%Anyone could say it
    Contested
    Also on Optum
  • AI identifies improper payments and automates audit decisions
    Leverage AI-powered intelligence to identify inappropriate payments and automate audit decisioning
    capabilityBodysame claim 25%same territory 100%Anyone could say it
    Contested
    Also on Availity
  • AI surfaces rising-risk members and closes care gapsgrouping uncertain
    AI surfaces rising-risk members, closes care gaps, and generates compliant care plans within existing workflows
    capabilityBodysame claim 25%same territory 75%Anyone could say it
    Contested
    Also on Cotiviti
  • Automates prior authorization workflow
    Automate prior authorization
    capabilityBodysame claim 25%same territory 100%Anyone could say it
    Contested
    Also on Availity
  • Guides providers to lower-cost site-of-service decisionsgrouping uncertain
    Guide providers to patient and cost-optimized decisions, such as site-of-service changes
    capabilityBodysame claim 25%same territory 25%Copyable with effort
    Contested
    Also on Optum
  • Lifts auditor/reviewer productivity
    30% lift in auditor efficiency
    proofBodysame claim 25%same territory 100%Copyable with effort
    Contested
    Also on Machinify
  • Prepay prevention reduces provider abrasion
    Shift payment integrity upstream with pre-pay capabilities that prevent overpayments while reducing provider abrasion
    capabilityBodysame claim 25%same territory 75%Copyable with effort
    Contested
    Also on Machinify
  • Transparent, explainable algorithms and rationale
    Deploy transparent algorithms with root cause analysis
    capabilityBodysame claim 25%same territory 50%Anyone could say it
    Contested
    Also on Machinify
  • High provider satisfaction score
    94% provider satisfaction
    proofSectionsame claim 0%same territory 25%Copyable with effort
    Unique and owned
  • Multi-fold ROI delivered to plans
    9x return on investment for payments program
    proofSectionsame claim 0%same territory 100%Copyable with effort
    Unique and owned
  • Faster clinical documentation
    50% faster documentation
    proofBodysame claim 0%same territory 100%Copyable with effort
    Unique and owned
  • Improved hit rate on payment integrity findings
    14% improvement in hit rate with full visibility into decision rationale
    proofBodysame claim 0%same territory 100%Copyable with effort
    Unique and owned
  • Improves care transition management
    improving care transition management
    outcomeBodysame claim 0%same territory 75%Anyone could say itnot a buying criterion
    Unique for now
  • More accurate clinical decisions than alternatives
    30% more accurate decisions
    proofBodysame claim 0%same territory 0%Copyable with effort
    Unique and owned
  • Share of prior authorizations approved in real time
    85% real-time approvals
    proofBodysame claim 0%same territory 50%Copyable with effort
    Unique and owned
  • Year-round documentation review against HEDIS quality measures
    Year-round clinical documentation evaluation against HEDIS, and other quality measures
    capabilityBodysame claim 0%same territory 75%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%90The 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%80Expected 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%29Same 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%58The 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%53Weighted 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
Cohere Health (Cohere Unify™)
coherehealth.com
Competitor
Availity
availity.com
Competitor
Optum
business.optum.com
Competitor
Cotiviti
cotiviti.com
Competitor
Machinify
machinify.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 “helping health plans improve efficiency, quality, and financial performance while keeping humans in control”.

    Availity, Optum, Cotiviti and Machinify 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 “Cohere combines domain-specific AI with human expertise, helping teams spend less time gathering information…”.

    Keep the fact, lose the position: availity, Optum, Cotiviti and Machinify 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 “reducing friction, improving coordination, and compounding value over time”.

    This is the set's common ground — Availity, Optum, Cotiviti and Machinify 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 “9x return on investment for payments program”.

    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 “25M covered lives”.

    True of you and true of them: Optum, Cotiviti and Machinify say it too (75% 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 “Proven at scale.”.

    In the section: Optum, Cotiviti and Machinify say it too (75% 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 section copy says “47M plan/provider interactions”.

    In the section: Keep the fact, lose the position: optum, Cotiviti and Machinify say it too (75% of the set), and your section is spending its first impression on the same territory as theirs.

  8. 8
    Table stakesYour body copy says “Leverage AI-powered intelligence to identify inappropriate payments and automate audit decisioning”.

    In the body: True of you and true of them: Availity, Optum, Cotiviti and Machinify all say it too. That is why it decides nothing, and why the body is the wrong place to spend it.

  9. 9
    Surface“50% faster documentation” 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“14% improvement in hit rate with full visibility into decision rationale” 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“30% more accurate decisions” 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“85% real-time approvals” 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“Year-round clinical documentation evaluation against HEDIS, and other quality measures” 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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