RESEARCH // BENCHMARK V0.1 // 2026-07-18

the AI brand tools benchmark.

six briefs. one typed ledger. no score or recommendation until the evidence can carry it.

tools with evidence records
6
complete scored runs
0
partial runs
0
unscored run records
29

001 // WHY THIS EXISTS

comparison pages should have receipts.

most branding-tool comparisons are feature lists wearing a lab coat. this one begins with stable briefs, records the exact input mapping, and refuses to turn missing evidence into a number.

the benchmark is the source layer beneath our category and alternatives pages. those pages may interpret the evidence for different needs, but they cannot invent a feature, price, score or winner outside this dataset.

001B // CURRENT EVIDENCE BOUNDARY

useful facts. visible blanks.

002 // SIX CANONICAL BRIEFS

the input does not move when the tool changes.

version 0.1. changes require a new version and a new run.

BRIEF 01 // skincare-gen-z

A clinically credible skincare line for women aged 18 to 30.

audience
Trend-conscious US consumers in New York, Los Angeles and Miami.
positioning
Clean, effective and culturally current without sterile pharmacy branding.
taste
rhode · aesop · miu miu · clean utility · quietly expensive · hotel bathroom at midnight
constraints
1 or 2 words · easy to pronounce in American English · avoid literal words such as skin, glow and beauty where possible
logo test text
morrow. test text only. not a recommendation, availability result or ownership claim.

BRIEF 02 // ai-finance-b2b

An AI research and monitoring product for private-market investment teams.

audience
Investment professionals at private equity and growth equity firms.
positioning
Precise, sober and high-trust. More institutional than futuristic.
taste
quiet authority · modernist publishing · blackened steel · london · private not secret
constraints
credible in a board meeting · avoid AI, capital, alpha and intelligence as obvious suffixes · domain availability is useful but not decisive
logo test text
north ledger. test text only. not a recommendation, availability result or ownership claim.

BRIEF 03 // boutique-hospitality

A small coastal hotel and members' bar with design-led rooms and late-night programming.

audience
Creative professionals aged 25 to 40.
positioning
Intimate, cinematic and known by the right people.
taste
the standard · lost in translation · hotel bar · point-and-shoot flash · low-key famous · beach club before opening
constraints
should work internationally · avoid generic house, collective and club constructions
logo test text
late tide. test text only. not a recommendation, availability result or ownership claim.

BRIEF 04 // streetwear-label

A limited-run apparel label blending workwear, football culture and nightlife.

audience
US and UK consumers aged 18 to 30.
positioning
Specific, credible and slightly confrontational.
taste
corteiz · carhartt wip · blokecore · archive fashion · afterparty smoking area · blue-collar premium
constraints
must work as a wordmark · avoid random-vowel startup language
logo test text
yardshift. test text only. not a recommendation, availability result or ownership claim.

BRIEF 05 // wellness-consumer

A modern recovery and nervous-system wellness product for busy urban consumers.

audience
Health-conscious professionals aged 25 to 40.
positioning
Grounded, human and design-led without medical overclaiming.
taste
pilates · cold plunge · farmers market · soft power · copenhagen · warm simplicity
constraints
avoid cure, therapy and clinical claims · 1 or 2 words preferred
logo test text
still kind. test text only. not a recommendation, availability result or ownership claim.

BRIEF 06 // b2b-saas-operations

Workflow software that turns scattered operating data into daily decisions for multi-site service businesses.

audience
Founders and operations leaders at companies with 20 to 500 employees.
positioning
Practical, capable and modern. No science-fiction theater.
taste
clean utility · underproduced confidence · modern prep · graphite · known by the right people
constraints
must be pronounceable on a sales call · avoid flow, sync, ops and hub unless unusually strong
logo test text
dayframe. test text only. not a recommendation, availability result or ownership claim.

003 // CATEGORY SCORECARDS

three jobs. three rubrics. 100 points each.

weights are fixed before outputs are reviewed. a dimension without compliant evidence is excluded, not guessed.

NAMING // 100 POINTS

naming

  1. taste alignment25
  2. distinctiveness20
  3. brief adherence15
  4. control and iteration15
  5. validation support10
  6. memorability and pronunciation10
  7. value5

LOGO // 100 POINTS

logo

  1. visual distinctiveness20
  2. wordmark integrity and text accuracy15
  3. small-size legibility10
  4. taste and brief alignment15
  5. editing and iteration control15
  6. vector and export quality10
  7. brand continuity with the chosen name10
  8. value5

BRAND-KIT // 100 POINTS

brand-kit

  1. cross-asset coherence20
  2. asset breadth15
  3. typography quality10
  4. palette quality and usable values10
  5. voice and messaging usefulness15
  6. editing and customization10
  7. exportability and ownership clarity10
  8. platform portability5
  9. value5

004 // CURRENT RUN LEDGER

observed, excluded or not yet known.

partial runs never receive a normalized score or rank.

AI Brand Scaler

partial

anonymous public free beta; model-backed generation not started under the no-spend protocol

Looka

partial

public pages only; anonymous product access challenged; no account or purchase

Brandmark

partial

anonymous free input flow; no account or purchase; generated designs not retained

Namelix

partial

anonymous public free interaction

Atom Business Name Generator

partial

public landing and setup flow; no account created

Shopify Business Name Generator

not yet benchmarked

public official pages only; generator not run under the automated-access boundary

tested dates, access cohorts and evidence links stay visible. small screens receive the same fields as labeled cards, not a clipped table.

all v0.1 benchmark run records by tool, brief, category, access state and evidence state.
toolbriefcategoryexecutiontestedaccessevidence staterecord
AI Brand Scalerskincare-gen-znamingmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerskincare-gen-zlogomapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerskincare-gen-zbrand-kitmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerai-finance-b2bnamingmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerai-finance-b2blogomapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerai-finance-b2bbrand-kitmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerboutique-hospitalitynamingmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerboutique-hospitalitylogomapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerboutique-hospitalitybrand-kitmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerstreetwear-labelnamingmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerstreetwear-labellogomapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerstreetwear-labelbrand-kitmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerwellness-consumernamingmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerwellness-consumerlogomapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerwellness-consumerbrand-kitmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerb2b-saas-operationsnamingmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerb2b-saas-operationslogomapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
AI Brand Scalerb2b-saas-operationsbrand-kitmapped only2026-07-18en-US · Englishanonymous-no-spendanonymous · anonymous public free beta; model-backed generation not startednot testedno public scoreinspect record2 linked evidence records
Lookaskincare-gen-zlogoaccess blocked2026-07-18en-US · Englishpublic-no-accountanonymous · public official sources; anonymous product access challenged; no purchasenot independently verifiedno public scoreinspect record2 linked evidence records
Lookaskincare-gen-zbrand-kitaccess blocked2026-07-18en-US · Englishpublic-no-accountanonymous · public official sources; anonymous product access challenged; no purchasenot independently verifiedno public scoreinspect record2 linked evidence records
Brandmarkskincare-gen-zlogomapped only2026-07-18en-US · Englishanonymous-freeanonymous · anonymous free input flow; no account or purchase; generated designs not retainednot testedno public scoreinspect record2 linked evidence records
Brandmarkskincare-gen-zbrand-kitmapped only2026-07-18en-US · Englishanonymous-freeanonymous · anonymous free input flow; no account or purchase; generated designs not retainednot testedno public scoreinspect record2 linked evidence records
Namelixskincare-gen-znamingcompleted2026-07-18en-US · Englishanonymous-freeanonymous · anonymous public free first result set; no account or repeated generationobservedno public scoreinspect record2 linked evidence records
Namelixai-finance-b2bnamingcompleted2026-07-18en-US · Englishanonymous-freeanonymous · anonymous public free first result set; no account or repeated generationobservedno public scoreinspect record2 linked evidence records
Namelixboutique-hospitalitynamingcompleted2026-07-18en-US · Englishanonymous-freeanonymous · anonymous public free first result set; no account or repeated generationobservedno public scoreinspect record2 linked evidence records
Namelixstreetwear-labelnamingcompleted2026-07-18en-US · Englishanonymous-freeanonymous · anonymous public free first result set; no account or repeated generationobservedno public scoreinspect record2 linked evidence records
Namelixwellness-consumernamingcompleted2026-07-18en-US · Englishanonymous-freeanonymous · anonymous public free first result set; no account or repeated generationobservedno public scoreinspect record2 linked evidence records
Namelixb2b-saas-operationsnamingcompleted2026-07-18en-US · Englishanonymous-freeanonymous · anonymous public free first result set; no account or repeated generationobservedno public scoreinspect record2 linked evidence records
Atom Business Name Generatorskincare-gen-znamingaccess blocked2026-07-18en-US · Englishpublic-no-accountanonymous · public setup reached; account required before resultsnot independently verifiedno public scoreinspect record1 linked evidence record

AI Brand Scaler

brief
skincare-gen-z
category
naming
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
skincare-gen-z
category
logo
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
skincare-gen-z
category
brand-kit
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
ai-finance-b2b
category
naming
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
ai-finance-b2b
category
logo
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
ai-finance-b2b
category
brand-kit
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
boutique-hospitality
category
naming
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
boutique-hospitality
category
logo
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
boutique-hospitality
category
brand-kit
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
streetwear-label
category
naming
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
streetwear-label
category
logo
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
streetwear-label
category
brand-kit
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
wellness-consumer
category
naming
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
wellness-consumer
category
logo
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
wellness-consumer
category
brand-kit
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
b2b-saas-operations
category
naming
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
b2b-saas-operations
category
logo
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

AI Brand Scaler

brief
b2b-saas-operations
category
brand-kit
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-no-spendanonymous · anonymous public free beta; model-backed generation not started
evidence state
not testedno public score
record
inspect record2 linked evidence records

Looka

brief
skincare-gen-z
category
logo
execution
access blocked
tested
2026-07-18en-US · English
access
public-no-accountanonymous · public official sources; anonymous product access challenged; no purchase
evidence state
not independently verifiedno public score
record
inspect record2 linked evidence records

Looka

brief
skincare-gen-z
category
brand-kit
execution
access blocked
tested
2026-07-18en-US · English
access
public-no-accountanonymous · public official sources; anonymous product access challenged; no purchase
evidence state
not independently verifiedno public score
record
inspect record2 linked evidence records

Brandmark

brief
skincare-gen-z
category
logo
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-freeanonymous · anonymous free input flow; no account or purchase; generated designs not retained
evidence state
not testedno public score
record
inspect record2 linked evidence records

Brandmark

brief
skincare-gen-z
category
brand-kit
execution
mapped only
tested
2026-07-18en-US · English
access
anonymous-freeanonymous · anonymous free input flow; no account or purchase; generated designs not retained
evidence state
not testedno public score
record
inspect record2 linked evidence records

Namelix

brief
skincare-gen-z
category
naming
execution
completed
tested
2026-07-18en-US · English
access
anonymous-freeanonymous · anonymous public free first result set; no account or repeated generation
evidence state
observedno public score
record
inspect record2 linked evidence records

Namelix

brief
ai-finance-b2b
category
naming
execution
completed
tested
2026-07-18en-US · English
access
anonymous-freeanonymous · anonymous public free first result set; no account or repeated generation
evidence state
observedno public score
record
inspect record2 linked evidence records

Namelix

brief
boutique-hospitality
category
naming
execution
completed
tested
2026-07-18en-US · English
access
anonymous-freeanonymous · anonymous public free first result set; no account or repeated generation
evidence state
observedno public score
record
inspect record2 linked evidence records

Namelix

brief
streetwear-label
category
naming
execution
completed
tested
2026-07-18en-US · English
access
anonymous-freeanonymous · anonymous public free first result set; no account or repeated generation
evidence state
observedno public score
record
inspect record2 linked evidence records

Namelix

brief
wellness-consumer
category
naming
execution
completed
tested
2026-07-18en-US · English
access
anonymous-freeanonymous · anonymous public free first result set; no account or repeated generation
evidence state
observedno public score
record
inspect record2 linked evidence records

Namelix

brief
b2b-saas-operations
category
naming
execution
completed
tested
2026-07-18en-US · English
access
anonymous-freeanonymous · anonymous public free first result set; no account or repeated generation
evidence state
observedno public score
record
inspect record2 linked evidence records

Atom Business Name Generator

brief
skincare-gen-z
category
naming
execution
access blocked
tested
2026-07-18en-US · English
access
public-no-accountanonymous · public setup reached; account required before results
evidence state
not independently verifiedno public score
record
inspect record1 linked evidence record

004B // FIRST-HAND SCREENS

owned product interfaces and proportionate public result captures only. Looka and Brandmark outputs are absent because they were not available for compliant publication.

005 // PRICING OBSERVATIONS

a price is a dated source fact, not a value score.

officially listed prices stay separate from independently tested delivery. no paid package was purchased for this release.

dated pricing observations, with independent-verification state and official source.
toolplanobserved pricecheckedverificationsource
AI Brand Scalerpublic name and logo toolsfree2026-07-18independently observedofficial source
Lookabasic logo packageUSD 20 one-time2026-07-18official claim onlyofficial source
Lookapremium logo packageUSD 65 one-time2026-07-18official claim onlyofficial source
Lookabrand kit subscriptionUSD 96 per year2026-07-18official claim onlyofficial source
Lookabrand kit web subscriptionUSD 129 per year2026-07-18official claim onlyofficial source
Brandmarkbasic package$35 (currency not stated) one-time2026-07-18official claim onlyofficial source
Brandmarkdesigner package$95 (currency not stated) one-time2026-07-18official claim onlyofficial source
Brandmarkenterprise package$195 (currency not stated) one-time2026-07-18official claim onlyofficial source
Namelixanonymous first result generationfree2026-07-18independently observedofficial source
Atom Business Name Generatorfirst naming runfree2026-07-18official claim onlyofficial source
Shopify Business Name Generatorbusiness name generatorfree2026-07-18official claim onlyofficial source

006 // TESTING PROCEDURE

one pass means one pass.

  1. start a fresh anonymous session where personalization could alter the result.

  2. translate the same brief only as far as the interface requires, then save that exact mapping.

  3. capture the first meaningful result set. do not regenerate until the primary result is recorded.

  4. when a human scoring review is available, shortlist three outputs with the published rubric and retain the original set in the manifest. v0.1 preserves the sets but does not shortlist or score them.

  5. score only observed dimensions. attach evidence IDs to every scored dimension and every exclusion.

  6. publish a normalized 0 to 100 score only when all 100 points are covered.

HUMAN REVIEW

the machine does not mark its own homework.

v0.1 has one research operator for deterministic capture and implementation checks. no creative judgment is scored. deterministic checks cover visible controls, result counts, dates, files and source facts.

a 2-reviewer blinded assessment is required before any ranking or best-overall claim.

EVIDENCE HANDLING

public enough to inspect. narrow enough to be fair.

we keep dates, source URLs, input mappings, public interface captures and permitted exports. we do not bypass access controls, redistribute restricted unpaid designs, or present a product-page promise as an independently tested export.

paid evidence can replace a typed exclusion later without changing the page architecture.

007 // LIMITS

what this release cannot tell you yet.

008 // INSPECT THE DATA

take the ledger with you.

the public JSON contains the briefs, rubrics, tool records, public evidence paths, computed run state and explicit exclusions. private notes and restricted outputs are omitted.

download benchmark v0.1 JSON

009 // VERSION HISTORY

changes leave tracks.

benchmark version history.
versiondatechange
0.12026-07-18six briefs, three rubrics, six-tool evidence architecture and explicit missing-evidence treatment.

010 // SOURCE LEDGER

the links behind the feature and price claims.

011 // QUESTIONS THAT MATTER

the fine print, without the tiny type.

how do you compare tools with different input methods?

we preserve one brief, then record the exact translation into each interface. a free-text prompt, keyword field and taste picker are not treated as identical controls. the public run record shows what each tool received, so the comparison stays inspectable.

is AI Brand Scaler scored by its own team?

AI Brand Scaler is included by its own team, but it is not scored in v0.1. the no-spend rule prevented model-backed house-tool generation. the same briefs, rubric and exclusions still apply, so the missing house evidence stays visible instead of being filled with favorable assumptions.

can this benchmark determine trademark safety?

no. a naming result, domain suggestion or collision check is not trademark clearance. the benchmark records what a tool visibly checks and says, but it does not certify availability, originality, ownership or legal safety in any country.

how often are prices and features checked?

the v0.1 sources were last checked on 2026-07-18. every price and feature record carries its own checked date. a later product or pricing change can make that observation stale, so the source date remains beside the claim rather than disappearing into the page.

why do benchmark scores change?

scores can change when a tool changes, stronger evidence replaces an exclusion, a new benchmark version changes a brief or rubric, or a second reviewer completes the planned blind review. old evidence stays versioned so the reason for a change can be reconstructed.

are free and paid plans tested separately?

yes when both are independently accessed. this release spends nothing and uses no paid accounts. paid-only exports and features that were not obtained are marked not independently verified, excluded from scoring and left as typed evidence slots for a later compliant run.

do you use affiliate links?

no. benchmark v0.1 contains no affiliate links. official product, pricing, help and terms pages are linked as sources. AI Brand Scaler may sell its own products or services, which is why its commercial interest is stated separately.