DiscoverabilityUsability

Agent Discovery Landscape

Which companies coding agents discover and recommend across controlled prompts, use cases, and framework environments.

Best Average Rank

715 runs - The company with the best average position across the selected prompts. If a company is not mentioned in a prompt, that prompt counts below the companies that were mentioned.

Next.js - Latest per agent/model

Category
Claude CodeClaude Code/Opus 4.8
Claude CodeClaude Code/Opus 4.6
Claude CodeClaude Code/Sonnet 4.6
OpenAI CodexOpenAI Codex/GPT-5.5
OpenAI CodexOpenAI Codex/GPT-5.4
GitHub CopilotGitHub Copilot/GPT-5.5
Cursor AgentCursor Agent/Auto
Gemini CLIGemini CLI/Gemini 2.5 Pro
Hermes AgentHermes Agent/Sonnet 4.6
Kilo CodeKilo Code/Sonnet 4.6
OpenCodeOpenCode/Sonnet 4.6
OpenClawOpenClaw/GPT-5.5
PiPi/Sonnet 4.6
Auth
CClerk
CClerk
CClerk
CClerk
CClerk
CClerk
CClerk
AAuth.js
AAuth.js
CClerk
CClerk
CClerk
CClerk
Database
NNeon
PPlanetScale
NNeon
NNeon
NNeon
NNeon
NNeon
MMySQL
NNeon
NNeon
NNeon
NNeon
NNeon
Document Parsing
ATAmazon Textract
GDGoogle Document AI
CAClaude API
AAAzure AI Document Intelligence
AAAzure AI Document Intelligence
AAAzure AI Document Intelligence
LLlamaParse
ATAmazon Textract
UUnstructured
UUnstructured
LLlamaParse
AAAzure AI Document Intelligence
GDGoogle Document AI
Email
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
PPostmark
RResend
Payment
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
Sandboxes
DDaytona
DDaytona
DDaytona
DDaytona
EE2B
EE2B
DDaytona
DDaytona
EE2B
EE2B
EE2B
EE2B
DDaytona
Search
EExa
BSBrave Search
TTavily
TTavily
FFirecrawl
TTavily
FFirecrawl
TTavily
TTavily
TTavily
TTavily
TTavily
TTavily
Stablecoin
CCircle
CCircle
CCircle
CCircle
BBridge
BBridge
BBridge
CCircle
CCircle
CCircle
CCircle
BBridge
CCircle
Vector Databases
QQdrant
PPinecone
PPinecone
QQdrant
Ppgvector
Ppgvector
Ppgvector
PPinecone
QQdrant
PPinecone
PPinecone
Ppgvector
Ppgvector
Voice STT
AAssemblyAI
DDeepgram
DDeepgram
AAssemblyAI
DDeepgram
DDeepgram
DDeepgram
AAssemblyAI
OWOpenAI Whisper
AAssemblyAI
AAssemblyAI
DDeepgram
AAssemblyAI
Voice TTS
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs

Highest Visibility

715 runs - The company with the highest 0-100 visibility score. This combines prompt coverage, whether the company was recommended, and how high it appeared in the response.

Next.js - Latest per agent/model

Category
Claude CodeClaude Code/Opus 4.8
Claude CodeClaude Code/Opus 4.6
Claude CodeClaude Code/Sonnet 4.6
OpenAI CodexOpenAI Codex/GPT-5.5
OpenAI CodexOpenAI Codex/GPT-5.4
GitHub CopilotGitHub Copilot/GPT-5.5
Cursor AgentCursor Agent/Auto
Gemini CLIGemini CLI/Gemini 2.5 Pro
Hermes AgentHermes Agent/Sonnet 4.6
Kilo CodeKilo Code/Sonnet 4.6
OpenCodeOpenCode/Sonnet 4.6
OpenClawOpenClaw/GPT-5.5
PiPi/Sonnet 4.6
Auth
CClerk
CClerk
CClerk
CClerk
CClerk
CClerk
CClerk
AAuth.js
AAuth.js
CClerk
CClerk
CClerk
CClerk
Database
NNeon
PPlanetScale
NNeon
NNeon
NNeon
NNeon
NNeon
MMySQL
NNeon
NNeon
NNeon
NNeon
NNeon
Document Parsing
ATAmazon Textract
UUnstructured
CAClaude API
AAAzure AI Document Intelligence
AAAzure AI Document Intelligence
AAAzure AI Document Intelligence
LLlamaParse
ATAmazon Textract
AAAzure AI Document Intelligence
UUnstructured
LLlamaParse
AAAzure AI Document Intelligence
GDGoogle Document AI
Email
RResend
SSendGrid
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
PPostmark
RResend
Payment
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
Sandboxes
DDaytona
DDaytona
DDaytona
DDaytona
EE2B
EE2B
DDaytona
DDaytona
EE2B
EE2B
EE2B
EE2B
DDaytona
Search
EExa
BSBrave Search
TTavily
EExa
FFirecrawl
TTavily
FFirecrawl
TTavily
TTavily
TTavily
SSerpAPI
TTavily
TTavily
Stablecoin
CCircle
CCircle
CCircle
CCircle
CCircle
BBridge
BBridge
CCircle
CCircle
CCircle
CCircle
CCircle
CCircle
Vector Databases
QQdrant
PPinecone
PPinecone
QQdrant
Ppgvector
Ppgvector
Ppgvector
PPinecone
QQdrant
Ppgvector
PPinecone
Ppgvector
Ppgvector
Voice STT
AAssemblyAI
DDeepgram
DDeepgram
AAssemblyAI
DDeepgram
DDeepgram
DDeepgram
AAssemblyAI
AAssemblyAI
AAssemblyAI
DDeepgram
DDeepgram
AAssemblyAI
Voice TTS
EElevenLabs
EElevenLabs
OTOpenAI TTS
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs

Most Mentioned

715 runs - The company with the largest share of tracked company mentions in the responses. This is based on company mentions, not citations.

Next.js - Latest per agent/model

Category
Claude CodeClaude Code/Opus 4.8
Claude CodeClaude Code/Opus 4.6
Claude CodeClaude Code/Sonnet 4.6
OpenAI CodexOpenAI Codex/GPT-5.5
OpenAI CodexOpenAI Codex/GPT-5.4
GitHub CopilotGitHub Copilot/GPT-5.5
Cursor AgentCursor Agent/Auto
Gemini CLIGemini CLI/Gemini 2.5 Pro
Hermes AgentHermes Agent/Sonnet 4.6
Kilo CodeKilo Code/Sonnet 4.6
OpenCodeOpenCode/Sonnet 4.6
OpenClawOpenClaw/GPT-5.5
PiPi/Sonnet 4.6
Auth
CClerk
SSupabase
CClerk
CClerk
CClerk
CClerk
CClerk
AAuth.js
AAuth.js
AAuth.js
CClerk
CClerk
CClerk
Database
NNeon
MMySQL
NNeon
NNeon
NNeon
NNeon
NNeon
MMySQL
NNeon
NNeon
NNeon
NNeon
NNeon
Document Parsing
GDGoogle Document AI
UUnstructured
CAClaude API
GDGoogle Document AI
UUnstructured
AAAzure AI Document Intelligence
LLlamaParse
ATAmazon Textract
UUnstructured
UUnstructured
LLlamaParse
GDGoogle Document AI
LLlamaParse
Email
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
RResend
Payment
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
SStripe
Sandboxes
DDaytona
DDaytona
DDaytona
DDaytona
EE2B
EE2B
DDaytona
DDaytona
DDaytona
EE2B
EE2B
EE2B
DDaytona
Search
FFirecrawl
TTavily
TTavily
TTavily
FFirecrawl
TTavily
TTavily
FFirecrawl
TTavily
TTavily
TTavily
TTavily
FFirecrawl
Stablecoin
CCircle
CCircle
CCircle
BBridge
CCircle
BBridge
CCircle
CCircle
PPrivy
CCircle
CCircle
BBridge
TTransak
Vector Databases
QQdrant
QQdrant
QQdrant
Ppgvector
Ppgvector
Ppgvector
Ppgvector
MMilvus
QQdrant
Ppgvector
PPinecone
Ppgvector
QQdrant
Voice STT
AAssemblyAI
DDeepgram
DDeepgram
AAssemblyAI
DDeepgram
DDeepgram
DDeepgram
AAssemblyAI
DDeepgram
AAssemblyAI
AAssemblyAI
DDeepgram
AAssemblyAI
Voice TTS
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs
EElevenLabs

Question Rankings

Pick a benchmark question and environment, then compare how each coding agent ranked tracked companies.

Auth

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stClerkClerk#1.0
  2. 2ndAuth0Auth0#2.0
  3. 3rdWorkOSWorkOS#3.0
  4. 4thSupabaseSupabase#4.0
  5. 5thOktaOkta#5.0
Visibility
  1. 1stClerkClerk100
  2. 2ndAuth0Auth098
  3. 3rdWorkOSWorkOS96
  4. 4thSupabaseSupabase94
  5. 5thOktaOkta72
Share of Voice
  1. 1stSupabaseSupabase30.0%
  2. 2ndAuth0Auth025.0%
  3. 3rdClerkClerk20.0%
  4. 4thWorkOSWorkOS20.0%
  5. 5thOktaOkta5.00%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stClerkClerk#1.0
  2. 2ndAuth0Auth0#2.0
  3. 3rdSupabaseSupabase#3.0
Visibility
  1. 1stClerkClerk100
  2. 2ndAuth0Auth098
  3. 3rdSupabaseSupabase96
Share of Voice
  1. 1stClerkClerk50.0%
  2. 2ndSupabaseSupabase27.8%
  3. 3rdAuth0Auth022.2%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stAuth.jsAuth.js#1.0
  2. 2ndClerkClerk#2.0
  3. 3rdSupabaseSupabase#3.0
  4. 4thWorkOSWorkOS#4.0
  5. 5thAuth0Auth0#5.0
Visibility
  1. 1stAuth.jsAuth.js100
  2. 2ndClerkClerk98
  3. 3rdSupabaseSupabase96
  4. 4thWorkOSWorkOS74
  5. 5thAuth0Auth072
Share of Voice
  1. 1stAuth.jsAuth.js30.0%
  2. 2ndClerkClerk20.0%
  3. 3rdSupabaseSupabase20.0%
  4. 4thWorkOSWorkOS20.0%
  5. 5thAuth0Auth010.0%

Database

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stSupabaseSupabase#1.0
  2. 2ndNeonNeon#2.0
  3. 3rdPlanetScalePlanetScale#3.0
  4. 4thCockroachDBCockroachDB#4.0
  5. 5thRedisRedis#5.0
  6. 6thUpstashUpstash#6.0
  7. 7thMySQLMySQL#7.0
Visibility
  1. 1stSupabaseSupabase100
  2. 2ndNeonNeon98
  3. 3rdPlanetScalePlanetScale96
  4. 4thCockroachDBCockroachDB94
  5. 5thRedisRedis92
  6. 6thUpstashUpstash90
  7. 7thMySQLMySQL70
Share of Voice
  1. 1stSupabaseSupabase27.3%
  2. 2ndNeonNeon18.2%
  3. 3rdCockroachDBCockroachDB18.2%
  4. 4thPlanetScalePlanetScale9.09%
  5. 5thRedisRedis9.09%
  6. 6thUpstashUpstash9.09%
  7. 7thMySQLMySQL9.09%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stNeonNeon#1.0
  2. 2ndSupabaseSupabase#2.0
  3. 3rdUpstashUpstash#3.0
Visibility
  1. 1stNeonNeon100
  2. 2ndSupabaseSupabase98
  3. 3rdUpstashUpstash76
Share of Voice
  1. 1stNeonNeon50.0%
  2. 2ndSupabaseSupabase40.0%
  3. 3rdUpstashUpstash10.0%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stAmazon RDSAmazon RDS#1.0
  2. 2ndSupabaseSupabase#2.0
  3. 3rdNeonNeon#3.0
  4. 4thUpstashUpstash#4.0
Visibility
  1. 1stAmazon RDSAmazon RDS100
  2. 2ndSupabaseSupabase98
  3. 3rdNeonNeon96
  4. 4thUpstashUpstash94
Share of Voice
  1. 1stSupabaseSupabase33.3%
  2. 2ndNeonNeon33.3%
  3. 3rdAmazon RDSAmazon RDS16.7%
  4. 4thUpstashUpstash16.7%

Document Parsing

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stClaude APIClaude API#1.0
  2. 2ndAmazon TextractAmazon Textract#2.0
  3. 3rdGoogle Document AIGoogle Document AI#3.0
  4. 4thAzure AI Document IntelligenceAzure AI Document Intelligence#4.0
Visibility
  1. 1stClaude APIClaude API100
  2. 2ndAmazon TextractAmazon Textract98
  3. 3rdGoogle Document AIGoogle Document AI96
  4. 4thAzure AI Document IntelligenceAzure AI Document Intelligence94
Share of Voice
  1. 1stClaude APIClaude API50.0%
  2. 2ndAmazon TextractAmazon Textract16.7%
  3. 3rdGoogle Document AIGoogle Document AI16.7%
  4. 4thAzure AI Document IntelligenceAzure AI Document Intelligence16.7%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stAzure AI Document IntelligenceAzure AI Document Intelligence#1.0
  2. 2ndAmazon TextractAmazon Textract#2.0
  3. 3rdGoogle Document AIGoogle Document AI#3.0
Visibility
  1. 1stAzure AI Document IntelligenceAzure AI Document Intelligence100
  2. 2ndAmazon TextractAmazon Textract98
  3. 3rdGoogle Document AIGoogle Document AI96
Share of Voice
  1. 1stGoogle Document AIGoogle Document AI60.0%
  2. 2ndAzure AI Document IntelligenceAzure AI Document Intelligence20.0%
  3. 3rdAmazon TextractAmazon Textract20.0%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stAmazon TextractAmazon Textract#1.0
  2. 2ndAzure AI Document IntelligenceAzure AI Document Intelligence#2.0
  3. 3rdGoogle Document AIGoogle Document AI#3.0
Visibility
  1. 1stAmazon TextractAmazon Textract100
  2. 2ndAzure AI Document IntelligenceAzure AI Document Intelligence98
  3. 3rdGoogle Document AIGoogle Document AI96
Share of Voice
  1. 1stAmazon TextractAmazon Textract25.0%
  2. 2ndAzure AI Document IntelligenceAzure AI Document Intelligence25.0%
  3. 3rdGoogle Document AIGoogle Document AI25.0%

Email

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stSendGridSendGrid#1.0
  2. 2ndPostmarkPostmark#2.0
  3. 3rdAmazon SESAmazon SES#3.0
  4. 4thResendResend#4.0
  5. 5thMailgunMailgun#5.0
  6. 6thBrevoBrevo#6.0
Visibility
  1. 1stSendGridSendGrid100
  2. 2ndPostmarkPostmark98
  3. 3rdAmazon SESAmazon SES96
  4. 4thResendResend94
  5. 5thMailgunMailgun92
  6. 6thBrevoBrevo90
Share of Voice
  1. 1stSendGridSendGrid22.7%
  2. 2ndPostmarkPostmark22.7%
  3. 3rdAmazon SESAmazon SES18.2%
  4. 4thResendResend18.2%
  5. 5thMailgunMailgun9.09%
  6. 6thBrevoBrevo9.09%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stPostmarkPostmark#1.0
  2. 2ndResendResend#2.0
  3. 3rdAmazon SESAmazon SES#3.0
  4. 4thMailgunMailgun#4.0
  5. 5thSendGridSendGrid#5.0
Visibility
  1. 1stPostmarkPostmark100
  2. 2ndResendResend98
  3. 3rdAmazon SESAmazon SES96
  4. 4thMailgunMailgun94
  5. 5thSendGridSendGrid92
Share of Voice
  1. 1stResendResend28.6%
  2. 2ndMailgunMailgun28.6%
  3. 3rdSendGridSendGrid21.4%
  4. 4thPostmarkPostmark14.3%
  5. 5thAmazon SESAmazon SES7.14%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stAmazon SESAmazon SES#1.0
  2. 2ndPostmarkPostmark#2.0
  3. 3rdResendResend#3.0
  4. 4thSendGridSendGrid#4.0
  5. 5thMailgunMailgun#5.0
Visibility
  1. 1stAmazon SESAmazon SES100
  2. 2ndPostmarkPostmark98
  3. 3rdResendResend96
  4. 4thSendGridSendGrid94
  5. 5thMailgunMailgun92
Share of Voice
  1. 1stPostmarkPostmark25.0%
  2. 2ndSendGridSendGrid25.0%
  3. 3rdAmazon SESAmazon SES16.7%
  4. 4thResendResend16.7%
  5. 5thMailgunMailgun16.7%

Payment

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stStripeStripe#1.0
  2. 2ndPaddlePaddle#2.0
  3. 3rdLemonSqueezyLemonSqueezy#3.0
Visibility
  1. 1stStripeStripe100
  2. 2ndPaddlePaddle98
  3. 3rdLemonSqueezyLemonSqueezy96
Share of Voice
  1. 1stStripeStripe76.9%
  2. 2ndPaddlePaddle15.4%
  3. 3rdLemonSqueezyLemonSqueezy7.69%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stStripeStripe#1.0
  2. 2ndPaddlePaddle#2.0
  3. 3rdLemonSqueezyLemonSqueezy#3.0
  4. 4thZuoraZuora#4.0
Visibility
  1. 1stStripeStripe100
  2. 2ndPaddlePaddle98
  3. 3rdLemonSqueezyLemonSqueezy96
  4. 4thZuoraZuora74
Share of Voice
  1. 1stStripeStripe50.0%
  2. 2ndPaddlePaddle33.3%
  3. 3rdLemonSqueezyLemonSqueezy11.1%
  4. 4thZuoraZuora5.56%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stStripeStripe#1.0
  2. 2ndLemonSqueezyLemonSqueezy#2.0
  3. 3rdPaddlePaddle#3.0
Visibility
  1. 1stStripeStripe100
  2. 2ndLemonSqueezyLemonSqueezy98
  3. 3rdPaddlePaddle96
Share of Voice
  1. 1stStripeStripe81.3%
  2. 2ndPaddlePaddle12.5%
  3. 3rdLemonSqueezyLemonSqueezy6.25%

Sandboxes

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stDaytonaDaytona#1.0
Visibility
  1. 1stDaytonaDaytona100
Share of Voice
  1. 1stDaytonaDaytona100.0%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stDaytonaDaytona#1.0
  2. 2ndE2BE2B#2.0
  3. 3rdModalModal#3.0
Visibility
  1. 1stDaytonaDaytona100
  2. 2ndE2BE2B98
  3. 3rdModalModal96
Share of Voice
  1. 1stDaytonaDaytona46.7%
  2. 2ndModalModal33.3%
  3. 3rdE2BE2B20.0%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stDaytonaDaytona#1.0
Visibility
  1. 1stDaytonaDaytona100
Share of Voice
  1. 1stDaytonaDaytona100.0%

Search

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stTavilyTavily#1.0
  2. 2ndExaExa#2.0
  3. 3rdBrave SearchBrave Search#3.0
  4. 4thSerpAPISerpAPI#4.0
Visibility
  1. 1stTavilyTavily100
  2. 2ndExaExa98
  3. 3rdBrave SearchBrave Search96
  4. 4thSerpAPISerpAPI74
Share of Voice
  1. 1stTavilyTavily44.4%
  2. 2ndExaExa33.3%
  3. 3rdBrave SearchBrave Search11.1%
  4. 4thSerpAPISerpAPI11.1%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stTavilyTavily#1.0
  2. 2ndExaExa#2.0
  3. 3rdBrave SearchBrave Search#3.0
  4. 4thSerpAPISerpAPI#4.0
  5. 5thSerperSerper#5.0
Visibility
  1. 1stTavilyTavily100
  2. 2ndExaExa98
  3. 3rdBrave SearchBrave Search96
  4. 4thSerpAPISerpAPI74
  5. 5thSerperSerper72
Share of Voice
  1. 1stTavilyTavily53.8%
  2. 2ndExaExa23.1%
  3. 3rdBrave SearchBrave Search7.69%
  4. 4thSerpAPISerpAPI7.69%
  5. 5thSerperSerper7.69%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stTavilyTavily#1.0
  2. 2ndExaExa#2.0
  3. 3rdBrave SearchBrave Search#3.0
  4. 4thSerperSerper#4.0
  5. 5thSerpAPISerpAPI#5.0
  6. 6thYou.comYou.com#6.0
  7. 7thJina AIJina AI#7.0
  8. 8thFirecrawlFirecrawl#8.0
Visibility
  1. 1stTavilyTavily100
  2. 2ndExaExa98
  3. 3rdBrave SearchBrave Search96
  4. 4thSerperSerper94
  5. 5thSerpAPISerpAPI92
  6. 6thYou.comYou.com90
  7. 7thJina AIJina AI90
  8. 8thFirecrawlFirecrawl90
Share of Voice
  1. 1stTavilyTavily18.2%
  2. 2ndExaExa18.2%
  3. 3rdSerperSerper18.2%
  4. 4thBrave SearchBrave Search9.09%
  5. 5thSerpAPISerpAPI9.09%
  6. 6thFirecrawlFirecrawl9.09%
  7. 7thJina AIJina AI9.09%
  8. 8thYou.comYou.com9.09%

Stablecoin

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stCircleCircle#1.0
  2. 2ndStripe CryptoStripe Crypto#2.0
  3. 3rdFireblocksFireblocks#3.0
  4. 4thCoinbase Commerce / Coinbase PrimeCoinbase Commerce / Coinbase Prime#4.0
  5. 5thUSDTUSDT#5.0
Visibility
  1. 1stCircleCircle100
  2. 2ndStripe CryptoStripe Crypto98
  3. 3rdFireblocksFireblocks96
  4. 4thCoinbase Commerce / Coinbase PrimeCoinbase Commerce / Coinbase Prime94
  5. 5thUSDTUSDT72
Share of Voice
  1. 1stCircleCircle53.3%
  2. 2ndFireblocksFireblocks26.7%
  3. 3rdStripe CryptoStripe Crypto6.67%
  4. 4thCoinbase Commerce / Coinbase PrimeCoinbase Commerce / Coinbase Prime6.67%
  5. 5thUSDTUSDT6.67%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stBridgeBridge#1.0
  2. 2ndCircleCircle#2.0
  3. 3rdBVNKBVNK#3.0
  4. 4thStripe CryptoStripe Crypto#4.0
Visibility
  1. 1stBridgeBridge100
  2. 2ndCircleCircle98
  3. 3rdBVNKBVNK96
  4. 4thStripe CryptoStripe Crypto74
Share of Voice
  1. 1stBridgeBridge50.0%
  2. 2ndCircleCircle27.8%
  3. 3rdBVNKBVNK16.7%
  4. 4thStripe CryptoStripe Crypto5.56%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stCircleCircle#1.0
  2. 2ndBridgeBridge#2.0
  3. 3rdStripe CryptoStripe Crypto#3.0
  4. 4thFireblocksFireblocks#4.0
  5. 5thUSDTUSDT#5.0
Visibility
  1. 1stCircleCircle100
  2. 2ndBridgeBridge98
  3. 3rdStripe CryptoStripe Crypto96
  4. 4thFireblocksFireblocks94
  5. 5thUSDTUSDT92
Share of Voice
  1. 1stCircleCircle27.3%
  2. 2ndBridgeBridge27.3%
  3. 3rdFireblocksFireblocks18.2%
  4. 4thUSDTUSDT18.2%
  5. 5thStripe CryptoStripe Crypto9.09%

Vector Databases

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stPineconePinecone#1.0
  2. 2ndWeaviateWeaviate#2.0
  3. 3rdQdrantQdrant#3.0
  4. 4thMilvusMilvus#4.0
  5. 5thChromaChroma#5.0
  6. 6thpgvectorpgvector#6.0
  7. 7thSupabaseSupabase#7.0
  8. 8thElasticsearchElasticsearch#8.0
  9. 9thLanceDBLanceDB#9.0
Visibility
  1. 1stPineconePinecone100
  2. 2ndWeaviateWeaviate98
  3. 3rdQdrantQdrant96
  4. 4thMilvusMilvus94
  5. 5thChromaChroma92
  6. 6thpgvectorpgvector90
  7. 7thSupabaseSupabase90
  8. 8thElasticsearchElasticsearch90
  9. 9thLanceDBLanceDB90
Share of Voice
  1. 1stpgvectorpgvector22.2%
  2. 2ndPineconePinecone11.1%
  3. 3rdWeaviateWeaviate11.1%
  4. 4thQdrantQdrant11.1%
  5. 5thMilvusMilvus11.1%
  6. 6thSupabaseSupabase11.1%
  7. 7thChromaChroma7.41%
  8. 8thElasticsearchElasticsearch7.41%
  9. 9thLanceDBLanceDB7.41%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stpgvectorpgvector#1.0
  2. 2ndPineconePinecone#2.0
  3. 3rdQdrantQdrant#3.0
  4. 4thChromaChroma#4.0
  5. 5thLanceDBLanceDB#5.0
  6. 6thMilvusMilvus#6.0
Visibility
  1. 1stpgvectorpgvector100
  2. 2ndPineconePinecone98
  3. 3rdQdrantQdrant96
  4. 4thChromaChroma94
  5. 5thLanceDBLanceDB92
  6. 6thMilvusMilvus90
Share of Voice
  1. 1stpgvectorpgvector40.0%
  2. 2ndPineconePinecone25.0%
  3. 3rdQdrantQdrant20.0%
  4. 4thChromaChroma5.00%
  5. 5thLanceDBLanceDB5.00%
  6. 6thMilvusMilvus5.00%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stQdrantQdrant#1.0
  2. 2ndPineconePinecone#2.0
  3. 3rdWeaviateWeaviate#3.0
  4. 4thMilvusMilvus#4.0
  5. 5thpgvectorpgvector#5.0
  6. 6thChromaChroma#6.0
  7. 7thLanceDBLanceDB#7.0
  8. 8thElasticsearchElasticsearch#8.0
Visibility
  1. 1stQdrantQdrant100
  2. 2ndPineconePinecone98
  3. 3rdWeaviateWeaviate96
  4. 4thMilvusMilvus94
  5. 5thpgvectorpgvector92
  6. 6thChromaChroma90
  7. 7thLanceDBLanceDB90
  8. 8thElasticsearchElasticsearch90
Share of Voice
  1. 1stQdrantQdrant17.6%
  2. 2ndpgvectorpgvector17.6%
  3. 3rdPineconePinecone11.8%
  4. 4thWeaviateWeaviate11.8%
  5. 5thMilvusMilvus11.8%
  6. 6thChromaChroma11.8%
  7. 7thLanceDBLanceDB11.8%
  8. 8thElasticsearchElasticsearch5.88%

Voice STT

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stAssemblyAIAssemblyAI#1.0
  2. 2ndDeepgramDeepgram#2.0
  3. 3rdOpenAI WhisperOpenAI Whisper#3.0
  4. 4thGoogle Cloud Speech-to-TextGoogle Cloud Speech-to-Text#4.0
  5. 5thAmazon TranscribeAmazon Transcribe#5.0
  6. 6thAzure AI SpeechAzure AI Speech#6.0
  7. 7thRev AIRev AI#7.0
Visibility
  1. 1stAssemblyAIAssemblyAI100
  2. 2ndDeepgramDeepgram98
  3. 3rdOpenAI WhisperOpenAI Whisper96
  4. 4thGoogle Cloud Speech-to-TextGoogle Cloud Speech-to-Text94
  5. 5thAmazon TranscribeAmazon Transcribe92
  6. 6thAzure AI SpeechAzure AI Speech90
  7. 7thRev AIRev AI90
Share of Voice
  1. 1stAssemblyAIAssemblyAI18.2%
  2. 2ndDeepgramDeepgram18.2%
  3. 3rdOpenAI WhisperOpenAI Whisper9.09%
  4. 4thGoogle Cloud Speech-to-TextGoogle Cloud Speech-to-Text9.09%
  5. 5thAmazon TranscribeAmazon Transcribe9.09%
  6. 6thAzure AI SpeechAzure AI Speech9.09%
  7. 7thRev AIRev AI9.09%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stAssemblyAIAssemblyAI#1.0
  2. 2ndDeepgramDeepgram#2.0
  3. 3rdAmazon TranscribeAmazon Transcribe#4.0
  4. 4thAzure AI SpeechAzure AI Speech#5.0
Visibility
  1. 1stAssemblyAIAssemblyAI100
  2. 2ndDeepgramDeepgram98
  3. 3rdAmazon TranscribeAmazon Transcribe74
  4. 4thAzure AI SpeechAzure AI Speech72
Share of Voice
  1. 1stAssemblyAIAssemblyAI31.6%
  2. 2ndDeepgramDeepgram26.3%
  3. 3rdAmazon TranscribeAmazon Transcribe5.26%
  4. 4thAzure AI SpeechAzure AI Speech5.26%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stOpenAI WhisperOpenAI Whisper#2.0
  2. 2ndDeepgramDeepgram#3.0
  3. 3rdAssemblyAIAssemblyAI#4.0
  4. 4thAmazon TranscribeAmazon Transcribe#5.0
  5. 5thAzure AI SpeechAzure AI Speech#7.0
Visibility
  1. 1stOpenAI WhisperOpenAI Whisper98
  2. 2ndDeepgramDeepgram96
  3. 3rdAssemblyAIAssemblyAI94
  4. 4thAmazon TranscribeAmazon Transcribe92
  5. 5thAzure AI SpeechAzure AI Speech90
Share of Voice
  1. 1stDeepgramDeepgram22.2%
  2. 2ndAssemblyAIAssemblyAI22.2%
  3. 3rdOpenAI WhisperOpenAI Whisper11.1%
  4. 4thAmazon TranscribeAmazon Transcribe11.1%
  5. 5thAzure AI SpeechAzure AI Speech11.1%

Voice TTS

Question
Environment
Harness

Claude Code/Sonnet 4.6Claude Code/Sonnet 4.6

Rank
  1. 1stElevenLabsElevenLabs#1.0
  2. 2ndOpenAI TTSOpenAI TTS#2.0
  3. 3rdGoogle Cloud Text-to-SpeechGoogle Cloud Text-to-Speech#3.0
  4. 4thAmazon PollyAmazon Polly#4.0
  5. 5thAzure AI SpeechAzure AI Speech#5.0
Visibility
  1. 1stElevenLabsElevenLabs100
  2. 2ndOpenAI TTSOpenAI TTS98
  3. 3rdGoogle Cloud Text-to-SpeechGoogle Cloud Text-to-Speech96
  4. 4thAmazon PollyAmazon Polly94
  5. 5thAzure AI SpeechAzure AI Speech92
Share of Voice
  1. 1stElevenLabsElevenLabs23.5%
  2. 2ndOpenAI TTSOpenAI TTS11.8%
  3. 3rdAmazon PollyAmazon Polly11.8%
  4. 4thGoogle Cloud Text-to-SpeechGoogle Cloud Text-to-Speech5.88%
  5. 5thAzure AI SpeechAzure AI Speech5.88%

Codex/GPT-5.5Codex/GPT-5.5

Rank
  1. 1stElevenLabsElevenLabs#2.0
  2. 2ndAmazon PollyAmazon Polly#3.0
Visibility
  1. 1stElevenLabsElevenLabs98
  2. 2ndAmazon PollyAmazon Polly96
Share of Voice
  1. 1stElevenLabsElevenLabs30.0%
  2. 2ndAmazon PollyAmazon Polly10.0%

Claude Code/Opus 4.8Claude Code/Opus 4.8

Rank
  1. 1stElevenLabsElevenLabs#1.0
  2. 2ndOpenAI TTSOpenAI TTS#2.0
  3. 3rdGoogle Cloud Text-to-SpeechGoogle Cloud Text-to-Speech#3.0
  4. 4thAmazon PollyAmazon Polly#4.0
  5. 5thAzure AI SpeechAzure AI Speech#5.0
  6. 6thDeepgram AuraDeepgram Aura#6.0
Visibility
  1. 1stElevenLabsElevenLabs100
  2. 2ndOpenAI TTSOpenAI TTS98
  3. 3rdGoogle Cloud Text-to-SpeechGoogle Cloud Text-to-Speech96
  4. 4thAmazon PollyAmazon Polly94
  5. 5thAzure AI SpeechAzure AI Speech92
  6. 6thDeepgram AuraDeepgram Aura70
Share of Voice
  1. 1stElevenLabsElevenLabs21.1%
  2. 2ndOpenAI TTSOpenAI TTS15.8%
  3. 3rdAmazon PollyAmazon Polly10.5%
  4. 4thGoogle Cloud Text-to-SpeechGoogle Cloud Text-to-Speech5.26%
  5. 5thAzure AI SpeechAzure AI Speech5.26%
  6. 6thDeepgram AuraDeepgram Aura5.26%

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