Vendor Observatory

Revealed Preference

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v0.2.0
Home/Vendor Intel

Vendor Intelligence

Per-vendor scorecards showing recommendation rates, constraint coverage, competitive dynamics, and actionable improvement recommendations

Vendors Tracked

55

Primary Recommendations

30

Mentioned Only

25

Avg Win Rate

19%

Top AI-Readiness

61

AI-Readiness Leaderboard

How well each vendor's documentation and SDK helps AI assistants recommend and implement it

#VendorScoreGrade
1Statsig61B
2OpsLevel55C
3Flagsmith53C
4Infisical51C
5incident.io44C
6GitHub Advanced Security43C
7LangSmith23D
8Cortex22D

Primary RecommendationsVendors chosen as the top recommendation in at least one scenario

Sentry

sentry.io

14
🐛Error Monitoring
Win rate26%
Implementation rate79%
Total mentions54
Claude CodeCodex CLICursor

Neon

neon.tech

8
🗄Database
Win rate26%
Implementation rate75%
Total mentions31
Codex CLIClaude CodeCursor

Doppler

doppler.com

7
🔑Secrets Management
Win rate23%
Implementation rate100%
Total mentions31
Claude CodeCodex CLICursor

Braintrust

braintrustdata.com

6
🔭LLM Observability
Win rate32%
Implementation rate67%
Total mentions19
Claude CodeCodex CLICursor

Fly.io

fly.io

4
🗄Database
Win rate20%
Implementation rate100%
Total mentions20
Claude CodeCodex CLICursor

Upstash

upstash.com

4
🗄Database
Win rate29%
Implementation rate100%
Total mentions14
Codex CLIClaude CodeCursor

incident.io

incident.io

4
🚨Incident Management
Win rate50%
Implementation rate0%
Total mentions8
Claude CodeCodex CLI

GitHub Advanced Security

github.com

4
🛡Security Scanning
Win rate50%
Implementation rate0%
Total mentions8
Claude CodeCodex CLI

Cloudflare Workers

workers.cloudflare.com

3
⚡Edge Compute
Win rate16%
Implementation rate100%
Total mentions19
Codex CLIClaude CodeCursor

Supabase

supabase.com

2
🗄Database
Win rate4%
Implementation rate50%
Total mentions47
Codex CLIClaude CodeCursor

AWS Secrets Manager

aws.amazon.com

2
🔑Secrets Management
Win rate7%
Implementation rate100%
Total mentions29
Claude CodeCodex CLICursor

HashiCorp Vault

vaultproject.io

2
🔑Secrets Management
Win rate8%
Implementation rate100%
Total mentions25
Codex CLIClaude CodeCursor

LaunchDarkly

launchdarkly.com

2
🚩Feature Flags
Win rate10%
Implementation rate100%
Total mentions20
Claude CodeCodex CLICursor

Statsig

statsig.com

2
🚩Feature Flags
Win rate12%
Implementation rate100%
Total mentions17
Claude CodeCodex CLICursor

LangSmith

smith.langchain.com

2
🤖Agentic Tooling
Win rate14%
Implementation rate0%
Total mentions14
Claude CodeCodex CLI

Flagsmith

flagsmith.com

2
🚩Feature Flags
Win rate14%
Implementation rate100%
Total mentions14
Claude CodeCodex CLI

Turso

turso.tech

2
🗄Database
Win rate15%
Implementation rate100%
Total mentions13
Codex CLIClaude CodeCursor

OpsLevel

opslevel.com

2
📖Developer Portal
Win rate20%
Implementation rate100%
Total mentions10
Claude CodeCodex CLI

Vercel Edge Functions

vercel.com

2
⚡Edge Compute
Win rate25%
Implementation rate100%
Total mentions8
Claude CodeCodex CLI

GitHub Actions

github.com/features/actions

1
🔑Secrets Management
Win rate1%
Implementation rate100%
Total mentions84
Codex CLIClaude CodeCursor

PagerDuty

pagerduty.com

1
📖Developer Portal
Win rate3%
Implementation rate0%
Total mentions34
Claude CodeCodex CLICursor

Grafana

grafana.com

1
📊Observability
Win rate4%
Implementation rate0%
Total mentions25
Claude CodeCodex CLICursor

Honeycomb

honeycomb.io

1
📊Observability
Win rate4%
Implementation rate100%
Total mentions25
Claude CodeCodex CLICursor

Infisical

infisical.com

1
🔑Secrets Management
Win rate4%
Implementation rate100%
Total mentions23
Claude CodeCodex CLI

Langfuse

langfuse.com

1
🔭LLM Observability
Win rate6%
Implementation rate100%
Total mentions18
Claude CodeCodex CLICursor

Backstage

backstage.io

1
📖Developer Portal
Win rate6%
Implementation rate0%
Total mentions16
Claude CodeCodex CLI

New Relic

newrelic.com

1
📊Observability
Win rate7%
Implementation rate100%
Total mentions14
Codex CLIClaude Code

Cortex

cortex.io

1
📖Developer Portal
Win rate10%
Implementation rate0%
Total mentions10
Claude CodeCodex CLI

Unleash

1
🚩Feature Flags
Win rate14%
Implementation rate100%
Total mentions7
Codex CLIClaude CodeCursor

Betterstack

1
🔀Cross-Category
Win rate100%
Implementation rate100%
Total mentions1
Codex CLI

Mentioned but Not RecommendedVendors appearing in responses but never selected as the primary recommendation

Datadog

52 mentions
📊Observability

Port

43 mentions
📖Developer Portal

PlanetScale

18 mentions
🗄Database

Snyk

14 mentions
🛡Security Scanning

Rollbar

13 mentions
🐛Error Monitoring

Axiom

12 mentions
📊Observability

Bugsnag

12 mentions
🐛Error Monitoring

Semgrep

12 mentions
🛡Security Scanning

Dagger

11 mentions
🔄CI/CD

Helicone

11 mentions
🔭LLM Observability

Socket

9 mentions
🛡Security Scanning

Convex

8 mentions
🗄Database

Rootly

8 mentions
🚨Incident Management

CockroachDB

7 mentions
🗄Database

Opsgenie

5 mentions
🚨Incident Management

SonarQube

4 mentions
🛡Security Scanning

Deno Deploy

4 mentions
⚡Edge Compute

Vercel Postgres

4 mentions
🗄Database

Circleci

3 mentions
🔀Cross-Category

Arize Phoenix

3 mentions
🔭LLM Observability

Buildkite

2 mentions
🔀Cross-Category

Xata

2 mentions
🗄Database

Railway Deployments

2 mentions
🔑Secrets Management

Devcycle

1 mention

Gitlab Ci

1 mention