AiRecMark/Rankings/Deterministic Leaderboards
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Deterministic AI Leaderboards

Archive-derived rankings computed from published five-dimension scores (score.overall) and recorded pricing. Every figure on this page traces to data/tools/*.json.

Audit Version v2.4.8-RELEASE
P-Value Alpha p < 0.001
terminal AI Coding Agents 54 tools neurology AI Research Engines 55 tools edit_note AI Writing Platforms 55 tools movie AI Video Generators 55 tools mic AI Audio & Voice 55 tools design_services AI Design Tools 55 tools construction Full-Stack App Synthesizers 55 tools account_tree Workflow Automation 55 tools
Library Mean Score analytics
79.2 448 archives

Arithmetic mean of score.overall across all 448 published archives

Free-Tier Coverage pie_chart
71% 320 of 448

Archives recording a free or freemium plan in pricing.model

Comparison Dossiers compare_arrows
195 468 appearances

Pair and aggregate dossiers; appearance counts derived from data/comparisons.json

Most-Compared Tool bolt
Cursor 12 dossiers

Appears in 12 of 195 dossiers (highest count in the library)

filter_list
Sort Metric: Overall AiRecMark Score Output Quality Feature Depth Usability Performance Value for Money
Score methodology →
Rank Tool & Vendor Target Best For Five-Dimension Scores Score Pricing Basis Actions
#1
C
ChatGPTOpenAI · AI Research Engines
 General Reasoning Q 93 · F 94 · U 94 · P 86 · V 88 90.9 $20/mo Inspect
#2
C
CursorAnysphere Inc. · AI Coding Agents
 Pro Monorepo Developers Q 93 · F 92 · U 90 · P 88 · V 82 89.2 $20/mo Inspect
#3
PL
PlayHTPlayHT Inc. · AI Audio & Voice
 High-volume multilingual voiceover & dubbing Q 91 · F 89 · U 87 · P 89 · V 89 89.2 $9.99/mo Inspect
#4
C
ClaudeAnthropic PBC · AI Research Engines
 Reasoning-heavy work: code, analysis and long-document understanding Q 94 · F 88 · U 92 · P 86 · V 84 88.9 $17/mo Inspect
#5
G
GeminiGoogle · AI Research Engines
 Users embedded in Google's ecosystem who want AI everywhere Q 89 · F 88 · U 91 · P 85 · V 90 88.5 $19.99/mo Inspect
#6
P
PerplexityPerplexity AI · AI Research Engines
 Research Synthesis Q 91 · F 88 · U 92 · P 86 · V 85 88.4 $20/mo Inspect
#7
F1
FLUXBlack Forest Labs · AI Design Tools
 Open-weight image generation & editing Q 89 · F 88 · U 87 · P 89 · V 88 88.3 $0.04/image Inspect
verified Source: data/tools/*.json (N=448) + data/comparisons.json (N=195) · snapshot 2026-09-17
Displaying 1-7 of 448 archived tools Browse all 448 tools →

Category Leaderboards

Empirical per-category rankings derived from the AiRecMark deterministic five-dimension evaluation (quality / performance / usability / features / value).

SCORING METHOD

How the AiRecMark Composite Score is Calculated

Read the scoring methodology →
25% verified

Output Quality

Archive-recorded score.dims.quality across all 448 archives.

Weight metric: score.dims.quality
20% extension

Feature Depth

Archive-recorded score.dims.features across all 448 archives.

Weight metric: score.dims.features
15% touch_app

Usability

Archive-recorded score.dims.usability across all 448 archives.

Weight metric: score.dims.usability
20% speed

Performance

Archive-recorded score.dims.performance across all 448 archives.

Weight metric: score.dims.performance
20% savings

Value for Money

Archive-recorded score.dims.value across all 448 archives.

Weight metric: score.dims.value

Composite = 0.25·quality + 0.20·features + 0.15·usability + 0.20·performance + 0.20·value (1 decimal). Every dimension is quoted as recorded in the tool archive; this site never re-scores.