Relationship Fit
Classify the relationship across six weighted lenses rather than treating visibility or similarity as competition by default.
Competitor Fit Challenge · Worked sample Beta
See how a competitor set changes under pressure.
This fictional sample shows why a visible candidate, a plausible substitute and a real market rival should not be treated as equivalent. Read it as Answer → Proof → Next: classify the relationship, inspect what supports it, then choose the next evidence that could change the decision. The point is the decision process—not the example brands.
Fictional case3 candidate rolesMethodology 1.1
Decision Passport · CF-SAMPLE-01
The fictional decision: which organizations deserve competitor-analysis attention for a private dental practice considering a commercially important local growth decision? No real client or live market is represented.
DecisionQualify the competitor set before deeper analysis
BuyerPrivate dental patient evaluating treatment providers
MarketIllustrative local private-dental market
Evidence statusIllustrative / not independently verified
Read the worked sample with Methodology 1.1
Fit tells you the relationship. Evidence Readiness tells you how far you can act. The public methodology calls the six-lens result Relationship Fit; the current challenge interface uses Framework Fit as the tool-facing label for that same deterministic score. It is not probability or confidence.
Evidence Readiness
Keep self-reported, observed, inferred and unresolved evidence distinct. Readiness is separate from fit and never multiplies the score.
Coverage and critical checks
A Strong Fit release requires at least 67% answer coverage plus supported buyer overlap, realistic offer substitution and customer-comparison likelihood or decision relevance.
More evidence can be the answer
If a critical relationship is unresolved, MORE EVIDENCE REQUIRED is a valid decision state. The next step is the evidence most likely to change the decision—not another page for its own sake.
The six lenses: buyer overlap, offer overlap, commercial-demand overlap, geographic relevance, customer-comparison likelihood and decision relevance. This fictional page demonstrates the logic without inventing a coverage percentage or pretending to be independent market research.
Three visible candidates, three different roles
Similarity alone is not enough. The sample separates the candidate's commercial role from its search visibility.
CANDIDATE 01Northbridge Private Dental
buyer + offer + substitution
STRONG FITMarket TwinThe fictional evidence supports a shared buyer, overlapping offer and realistic provider substitution.
CANDIDATE 02City Cosmetic Studio
buyer overlap / narrower substitution
PARTIAL FITAudience OverlapperBuyer attention may overlap, but the offer and substitution case are narrower.
CANDIDATE 03National Health Directory
visibility without buyer substitution proof
EXCLUDE / INVESTIGATESearch ShadowSearch visibility can be high without evidence that the directory competes for the same commercial choice.
The same candidate should make sense in 20 seconds or 20 minutes
Guided treatment and Analyst detail are complementary views of the same record. The simpler view should never hide evidence that would materially change the decision.
| Candidate | Guided answer | Proof to inspect | Analyst detail |
|---|---|---|---|
| Northbridge Private Dental | Direct-like candidate · provisional | Buyer, offer, local market and customer-comparison evidence | Strong fit / Market Twin in this fictional scenario |
| City Cosmetic Studio | Substitute-like candidate | Overlap in buyer need but weaker fulfilment comparability | Partial fit / Audience Overlapper |
| National Health Directory | Reference / discovery candidate | High visibility but provider-fulfilment mismatch | Exclude from provider benchmark / Search Shadow |
Before qualification vs after qualification
| Before qualification | After qualification |
|---|---|
| Three domains are visible around the topic. | One strong commercial rival, one partial audience overlapper and one search-visible reference surface. |
| All visibility looks like competitive pressure. | Only some visibility represents realistic buyer substitution. |
| The largest/most visible domain attracts the most analysis. | Analysis attention moves toward the candidate whose commercial role can actually change the decision. |
| Unknowns disappear into the narrative. | Unknowns remain attached to the role they could change. |
Evidence ledger
Each line needs a type and a decision consequence. In a live run, participant-supplied answers remain self-reported until stronger evidence supports them; observed, inferred and unresolved states stay explicit.
Observed
The sample states what is directly present in the fictional input—for example, overlapping service categories or geographic relevance.
Inferred
A conclusion derived from observations—for example, likely audience overlap. It should be labelled and remain reopenable.
Unresolved
A material question not established by the available input—for example, whether buyers actually compare two providers in the same decision.
Reversal evidence
The evidence that would change the current role—for example, repeated customer evidence showing the 'partial' candidate is a routine substitute.
Build an evidence span, not a pile of pages
For the fictional Northbridge candidate, a role-aware scan would seek complementary evidence before asking for more volume. These routes support the six Methodology 1.1 lenses; the CONTEXT card helps classify role but is not a seventh scoring lens.
Service fulfilment
Can the candidate actually provide the compared dental service?
Patient need
Does it target the same patient/problem segment?
Local availability
Is the service available in the same decision geography?
Alternative choice
Is there evidence of replacement, comparison or switching?
Role clarification
What page helps distinguish a provider from a directory or publisher?
Still unresolved? Move up the Evidence Ladder. A fifth public page is not a substitute for customer, sales or independently verified evidence when the missing question is buyer behavior.
How the sample prevents a keyword-gap false positive
A directory may rank for many of the same queries as a clinic. That is a visibility fact, not proof that the directory should set provider strategy.
| Observed gap | Wrong shortcut | Qualification question | Better action |
|---|---|---|---|
| Directory owns many “best dentist” queries | Copy the directory's content model | Is it a provider, intermediary or reference source? | Use it to understand discovery demand; benchmark providers separately |
| Clinic ranks for treatment comparison terms | Assume every keyword is commercially equal | Do those terms match the buyer, service and decision stage? | Prioritize only the qualified commercial territory |
| Adjacent cosmetic provider owns pain-point content | Declare it a direct rival | Can it fulfil the same underlying job or only an adjacent one? | Treat as substitute/context if the role fits |
Stress-test the conclusion before it travels downstream
BASE CASENorthbridge is direct-like
The fictional record currently supports buyer, offer, market and comparison relevance.
WEAKEN BUYER / SUBSTITUTION EVIDENCEMORE EVIDENCE REQUIRED
If answer coverage falls below 67% or a critical relationship becomes unresolved or insufficiently supported, Methodology 1.1 does not preserve the stronger classification merely because other signals remain positive. Evidence Readiness narrows and the next action becomes verification.
How a false rival distorts the next decision
Keeping a Search Shadow in the direct-competitor set can create several downstream errors.
Content imitation
You copy an information architecture optimized for publishing rather than for the buyer decision you need to win.
Keyword dilution
You treat broad informational visibility as proof of commercially reachable demand.
Benchmark distortion
You compare authority, traffic or content volume against a business with a different role.
Resource misallocation
Research time moves toward the most visible domain instead of the rival most likely to change the commercial decision.
What would change this sample?
The sample is only useful if the conclusion is falsifiable. In a live record, rerun or reopen only when a named material change could alter Relationship Fit, Evidence Readiness or the permitted decision use.
- 01Customer comparison evidence
Repeated buyer or sales evidence could move City Cosmetic Studio toward or away from realistic substitution.
- 02Offer expansion
A meaningful change in the candidate's offer could create a closer commercial alternative.
- 03Geographic boundary change
Expanding or narrowing the decision geography could alter relevance.
- 04Different decision
A directory that is not a direct business competitor may still matter for distribution, visibility or referral strategy under another decision.
Permitted use vs unsupported use
| Permitted | Not supported |
|---|---|
| Use the sample to understand fit, coverage, role and verification logic. | Do not treat the fictional classifications as evidence about real dental markets or named businesses. |
| Use it to see why visible search domains may be references rather than rivals. | Do not infer that directories are never commercially important. |
| Use it to understand how Unknown and inference are retained. | Do not convert the example into a universal threshold or industry benchmark. |
| Use it as a rehearsal before entering your own evidence. | Do not cite it as independent market research. |
Evidence and source roles
These sources support the surrounding search/evidence context. The fictional entities and classifications are illustrative SERPIFAI examples, not claims derived from the sources.
- Google Search Central — Guidance on third-party SEO tools, services and advice
- CEBMa — Center for Evidence-Based Management
- Ahrefs — Competitive Analysis
- Semrush — Competitive Analysis
- Semrush — Competitor keywords and SEO-vs-business competitor selection
- Crayon — Competitive analysis, audience and pain-point review
- Product Marketing Alliance — Win/loss analysis
Pressure-test one real candidate
Use your own evidence and keep unknowns explicit.
OTHER RELEVANT COMMERCIAL PATH
Start the challenge →Start the free challenge
One candidate is enough. The useful output is the next decision-relevant verification step, not merely the score.