AiRecMark/Finder/Engine v2.4
ACTIVE EVALUATION WEIGHTS:AST 35%|CTX 30%|COST 20%|LAT 15%•REALTIME DETERMINISTIC RUNNER
tune PARAMETRIC STACK MATCHER

AI Tool Recommendation Engine

Pick a category, an optional recorded use case, capability filters and a monthly budget cap. Rankings are computed deterministically from published archive fields: score.overall, score.dims, pricing.startingPrice, finder.useCases weights and finder.priority.

Tool Archives
448 Tools
Recorded Use Cases
1138 Cases
Priority-Scored
416 / 448
terminal Constraint Definition Panel
STATE: IN-MEMORY SOLVER
01. Primary Workflow Domain
SELECT PRIMARY CLUSTER
02. Architectural & Compliance Enforcements
BOOLEAN HARD FILTERS
03. Continuous Optimization Objectives
PARETO-OPTIMAL SLIDERS
50% Quality / 50% Usability
50% Value / 50% Performance
$100 / mo cap
Per-month and per-seat prices compared in their own unit; 0 = free plans only.
Source: finder.useCases[].weight in each archive.
Ranking recomputed from published archives | Archive as-of: 2026-09-16
COMPUTATION RESULT

Optimal Tool Recommendations

Showing undefined ranked matches of 439 archives
verified ARCHIVE-DERIVED BEST MATCH · AI RESEARCH
RANK #01 OF 367
ChatGPT logo

ChatGPT

FREE PLAN PUBLIC API TEAM COLLABORATION

OpenAI — General-purpose reasoning assistant

insightsARCHIVE RECORD bestFor: General Reasoning
QUAL
93
FEAT
94
USE
94
PERF
86
VALUE
88
Overall
90.9
Price
Free $0 · Plus $20 / mo · Pro $100 / mo
Priority
5/10
No specific use case selected - neutral use-case term (0.5)
open_in_newOpen ChatGPT dossier Compare in detailarrow_outward
Fit Score (deterministic) 72.1/100
72.1 /100 fit Archive score 90.9
Use-case fit (5.0/10 x 40%)2.0
Five-dimension fit (90.3 x 30%)2.7
Archive priority (5/10 x 10%)0.5
Budget fit (100% x 20%)2.0
PRICING
Free $0 · Plus $20 / mo · Pro $100 / mo
AS-OF
2026-09-06
T1 BENCHMARKS
none recorded
Gemini logo

Gemini

RANK #02

Google · Users embedded in Google's ecosystem who want AI everywhere

71.6
FIT SCORE
add_circleStrongest dimension vs #1

Value for Money: 90 (+2 vs ChatGPT)

remove_circleWeakest dimension vs #1

Feature Depth: 88 (-6 vs ChatGPT)

Overall
88.5
Price
Google AI Pro $19.99 / mo · Free tier
Priority
5/10
open_in_newOpen dossier Comparison hubchevron_right
Perplexity logo

Perplexity

RANK #03

Perplexity AI · Research Synthesis

71.6
FIT SCORE
add_circleStrongest dimension vs #1

Performance: 86 (+0 vs ChatGPT)

remove_circleWeakest dimension vs #1

Feature Depth: 88 (-6 vs ChatGPT)

Overall
88.4
Price
Pro $20 / mo ($200 / yr) · Free tier available
Priority
5/10
open_in_newOpen dossier Comparison hubchevron_right
Archive Matrix

Side-by-Side Archive Differential

Every value traced to data/tools/<slug>.json
Evaluation Vector
ChatGPT (#1 Match)
Gemini (#2)
Perplexity (#3)
Fit score (deterministic)
weights 40/25/20/15
72.1/100 71.6/100 71.6/100
Overall archive score
score.overall
90.9 88.5 88.4
Output Quality
score.dims.quality
93 89 91
Feature Depth
score.dims.features
94 88 88
Usability
score.dims.usability
94 91 92
Performance
score.dims.performance
86 85 86
Value for Money
score.dims.value
88 90 85
Archive priority
finder.priority
5/10 5/10 5/10
Starting price
pricing.startingPrice
Free $0 · Plus $20 / mo · Pro $100 / mo Google AI Pro $19.99 / mo · Free tier Pro $20 / mo ($200 / yr) · Free tier available
Use-case weight
finder.useCases[].weight
- - -
Recorded capabilities
features/specs keyword rules
2 of 6 0 of 6 1 of 6
verified_user ZERO-SPONSORED PLACEMENT POLICY | Ranking inputs: published archive fields

Rankings are deterministic and reproducible: score = 100 x (0.40 x use-case fit + 0.25 x five-dimension fit + 0.20 x archive priority + 0.15 x budget fit). Every input is a published archive field, so no vendor can pay for preferential rank placement or elevated fit scoring.

Read Recommendation Solver Methodology arrow_outward Audit Log Verification Report Evaluation Discrepancy