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Revealed Preference

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v0.2.0
Home/Vendor Intel/Unleash

Unleash

ProfileAI-ReadinessTrendCategoriesConstraintsCompetitiveScenariosRationaleRecommendations

Recommendation Profile

Primary Recommendations

1

Total Mentions

7

Win Rate

14%

Implementation Rate

100%

codex_cli: 1

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%)4/100

% 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

7(+0 vs prior)

Weekly Activity

1 week of data

Category Breakdown

CategoryRecommendedComparedRejectedTotalWin Rate
🚩 Feature Flags1--617%
unknown---10%

Constraint Scorecard

✓ Constraints Addressed

simple sdk1×

✗ Constraints When Vendor Lost

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

zero budget5×
free tier required5×
simple sdk5×
self hosted ok5×
dashboard required5×

Competitive Landscape

CompetitorWins Over YouScenarios
Flagsmith2Zero-Budget Feature Flags for Seed Startup
Statsig1ff-targeted-02

Head-to-Head: Unleash vs Flagsmith

Unleash: 1 win
Flagsmith: 2 wins
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 (1)

Zero-Budget Feature Flags for Seed Startup🚩 Feature Flags

✗ Scenarios Lost (3)

Zero-Budget Feature Flags for Seed Startup→ lost to Flagsmith
Zero-Budget Feature Flags for Seed Startup→ lost to Flagsmith
ff-targeted-02→ lost to Statsig

Why AI Recommends This Vendor

**ConfigCat (hosted free tier)** for your constraints, with **Unleash OSS** as the best zero‑cost self‑hosted alternative

🎯 Actionable Recommendations

Prioritized by estimated impact on AI recommendation ranking • Based on 7 benchmark responses

P2

Address "zero budget" to capture 2 additional scenarios

HIGH

Your win rate drops from 14% to 33% when "zero budget" is required. This constraint appears in 3 benchmark prompts. flagsmith addresses it 2× in winning scenarios.

Evidence
Win rate impact: 33% → 14% (delta: +-19%)
zero budget
vs Flagsmith
P2

Address "free tier required" to capture 2 additional scenarios

HIGH

Your win rate drops from 14% to 33% when "free tier required" is required. This constraint appears in 3 benchmark prompts. flagsmith addresses it 2× in winning scenarios.

Evidence
Win rate impact: 33% → 14% (delta: +-19%)
free tier required
vs Flagsmith
P2

Address "simple sdk" to capture 2 additional scenarios

HIGH

Your win rate drops from 14% to 33% when "simple sdk" is required. This constraint appears in 3 benchmark prompts. flagsmith addresses it 2× in winning scenarios.

Evidence
Win rate impact: 33% → 14% (delta: +-19%)
simple sdk
vs Flagsmith
P2

Address "self hosted ok" to capture 2 additional scenarios

HIGH

Your win rate drops from 14% to 33% when "self hosted ok" is required. This constraint appears in 3 benchmark prompts. flagsmith addresses it 2× in winning scenarios.

Evidence
Win rate impact: 33% → 14% (delta: +-19%)
self hosted ok
vs Flagsmith
P2

Address "dashboard required" to capture 2 additional scenarios

HIGH

Your win rate drops from 14% to 33% when "dashboard required" is required. This constraint appears in 3 benchmark prompts. flagsmith addresses it 2× in winning scenarios.

Evidence
Win rate impact: 33% → 14% (delta: +-19%)
dashboard required
vs Flagsmith
Show 3 more recommendations
P3

Improve 17% win rate in feature flags

MEDIUM

You're mentioned in 6 feature flags scenarios but only win 1. Analyze the constraints in losing scenarios for targeted improvements.

P3

Close gap with flagsmith (2 losses)

MEDIUM

flagsmith beats you in 2 head-to-head scenarios. Their advantage: addressing zero budget.

Evidence
Zero-Budget Feature Flags for Seed StartupZero-Budget Feature Flags for Seed Startup
zero budget
vs Flagsmith
P4

Close gap with statsig (1 loss)

LOW

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

Evidence
ff-targeted-02
vs Statsig