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Home/Vendor Intel/Flagsmith

Flagsmith

flagsmith.com🚩 Feature Flags
ProfileAI-ReadinessTrendCategoriesConstraintsCompetitiveScenariosRationaleRecommendations

Recommendation Profile

Primary Recommendations

2

Total Mentions

14

Win Rate

14%

Implementation Rate

100%

claude_code: 2

AI-Readiness Score

How well your documentation and SDK help AI assistants recommend and implement your tool

53
Grade: C

out of 100

Implementation Rate(30%)100/100

How often AI writes code after recommending

Win Rate(20%)14/100

How often selected as primary choice

Constraint Coverage(20%)6/100

% of prompt constraints addressed

Gotcha Avoidance(15%)100/100

Fewer gotchas = more AI-friendly

Cross-Platform(15%)30/100

Consistency across assistants

Trend

Win Rate Trend

→+0%

14% → 14%

Mention Volume

14(+0 vs prior)

Weekly Activity

1 week of data

Category Breakdown

CategoryRecommendedComparedRejectedTotalWin Rate
🚩 Feature Flags2-11414%

Constraint Scorecard

✓ Constraints Addressed

zero budget2×
simple sdk2×

✗ Constraints When Vendor Lost

Constraints in prompts where this vendor was mentioned but a competitor was chosen

server side evaluation8×
no flicker8×
fast evaluation 10ms8×
ab testing8×
free tier8×
edge middleware8×
zero budget4×
free tier required4×
simple sdk4×
self hosted ok4×
dashboard required4×

Competitive Landscape

CompetitorWins Over YouScenarios
Unleash1Zero-Budget Feature Flags for Seed Startup

Head-to-Head: Flagsmith vs Unleash

Flagsmith: 2 wins
Unleash: 1 win
Ties: 3
Zero-Budget Feature Flags for Seed Startup
Zero-Budget Feature Flags for Seed Startup→ Unleash
Zero-Budget Feature Flags for Seed Startup
Zero-Budget Feature Flags for Seed Startup→ Flagsmith
Zero-Budget Feature Flags for Seed Startup
Zero-Budget Feature Flags for Seed Startup→ Flagsmith

✓ Scenarios Won (2)

Zero-Budget Feature Flags for Seed Startup🚩 Feature Flags
Zero-Budget Feature Flags for Seed Startup🚩 Feature Flags

✗ Scenarios Lost (1)

Zero-Budget Feature Flags for Seed Startup→ lost to Unleash

Why AI Recommends This Vendor

not the others:** - **PostHog**: Great product, but the full stack (Clickhouse) is heavy to self-host. Hosted free tier works but it's an analytics platform first

not the others:** - **PostHog**: Great product, but the full stack (Clickhouse) is heavy to self-host. Hosted free tier works but it's an analytics platform first

🎯 Actionable Recommendations

Prioritized by estimated impact on AI recommendation ranking • Based on 14 benchmark responses

P3

Improve 14% win rate in feature flags

MEDIUM

You're mentioned in 14 feature flags scenarios but only win 2. Analyze the constraints in losing scenarios for targeted improvements.

P3

Expand beyond claude_code

MEDIUM

Only recommended on claude_code (2×). codex_cli and cursor are not recommending you — improve discoverability through documentation, npm package naming, and example code.

P4

Close gap with unleash (1 loss)

LOW

unleash beats you in 1 head-to-head scenario.

Evidence
Zero-Budget Feature Flags for Seed Startup
vs Unleash