Leaderboard

FrontierFinance

Open-ended investment research questions across six use cases: screening, company research, sector and macro, data extraction, earnings and events, and catalyst monitoring. Answers are scored against expert-written, source-attributed rubrics.

Best reported

58.9

Samaya SterlingSamaya AI

rubrics qualification rate %

28 Oct 2026

Best value: Samaya Sterling, 58.9 at $0.610 per question (cheapest within 5% of the top score)

FrontierFinance: score vs cost

Score against cost per test. Up and to the left is better.

Updated 28 Oct 2026

Y: rubrics qualification rate %X: Cost per test (USD)Showing 10 models
FrontierFinance: score vs cost10 models. Frontier: Samaya Sterling.5055$0$2$4$6EfficientInefficient↑ Best performance← Lowest costCost per test (USD)Samaya Sterling: 58.9 rubrics qualification rate %, $0.61 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026) Samaya SterlingLegacy Samaya System (high effort): 56 rubrics qualification rate %, $1.81 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026) Legacy Samaya System (high effort)Claude Fable 5.1 · Finance Agent v2: 55.9 rubrics qualification rate %, $6.89 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Claude Fable 5.1 · Finance Agent v2Muse Spark Open · Finance Agent v2: 53.7 rubrics qualification rate %, $1.38 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Muse Spark Open · Finance Agent v2Legacy Samaya System: 52.9 rubrics qualification rate %, $0.93 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026) Legacy Samaya SystemMuse Wonder 1.0 · Finance Agent v2: 52.6 rubrics qualification rate %, $3.35 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Muse Wonder 1.0 · Finance Agent v2Claude Opus 5.5 · Finance Agent v2: 50.9 rubrics qualification rate %, $1.87 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Claude Opus 5.5 · Finance Agent v2Gemini 3.8 Flash · Finance Agent v2: 50 rubrics qualification rate %, $1.21 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Gemini 3.8 Flash · Finance Agent v2Claude Fable 5 · Finance Agent v2: 49.2 rubrics qualification rate %, $4.06 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Claude Fable 5 · Finance Agent v2GPT 5.6 Sol · Finance Agent v2: 46.8 rubrics qualification rate %, $3.03 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026) GPT 5.6 Sol · Finance Agent v2FrontierFinance: score vs cost10 models. Frontier: Samaya Sterling.5055$0.5$1$2$5$10EfficientInefficient↑ Best performance← Lowest costCost per test (USD)Samaya Sterling: 58.9 rubrics qualification rate %, $0.61 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026) Samaya SterlingLegacy Samaya System (high effort): 56 rubrics qualification rate %, $1.81 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026) Legacy Samaya System (high effort)Claude Fable 5.1 · Finance Agent v2: 55.9 rubrics qualification rate %, $6.89 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Claude Fable 5.1 · Finance Agent v2Muse Spark Open · Finance Agent v2: 53.7 rubrics qualification rate %, $1.38 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Muse Spark Open · Finance Agent v2Legacy Samaya System: 52.9 rubrics qualification rate %, $0.93 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026) Legacy Samaya SystemMuse Wonder 1.0 · Finance Agent v2: 52.6 rubrics qualification rate %, $3.35 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Muse Wonder 1.0 · Finance Agent v2Claude Opus 5.5 · Finance Agent v2: 50.9 rubrics qualification rate %, $1.87 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Claude Opus 5.5 · Finance Agent v2Gemini 3.8 Flash · Finance Agent v2: 50 rubrics qualification rate %, $1.21 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Gemini 3.8 Flash · Finance Agent v2Claude Fable 5 · Finance Agent v2: 49.2 rubrics qualification rate %, $4.06 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026)Claude Fable 5 · Finance Agent v2GPT 5.6 Sol · Finance Agent v2: 46.8 rubrics qualification rate %, $3.03 per test (Samaya FrontierFinance leaderboard, Avg. cost per query, 28 Oct 2026) GPT 5.6 Sol · Finance Agent v2

FrontierFinance 2026-10-28

rubrics qualification rate %, higher is better. 10 models.

Updated 28 Oct 2026

  1. Samaya Sterling58.9
  2. Legacy Samaya System (high effort)56
  3. Claude Fable 5.1 · Finance Agent v255.9
  4. Muse Spark Open · Finance Agent v253.7
  5. Legacy Samaya System52.9
  6. Muse Wonder 1.0 · Finance Agent v252.6
  7. Claude Opus 5.5 · Finance Agent v250.9
  8. Gemini 3.8 Flash · Finance Agent v250
  9. Claude Fable 5 · Finance Agent v249.2
  10. GPT 5.6 Sol · Finance Agent v246.8

FrontierFinance: cost

cost per test item (USD), lower is better. 10 models.

Updated 28 Oct 2026

  1. Samaya Sterling0.610
  2. Legacy Samaya System0.930
  3. Gemini 3.8 Flash · Finance Agent v21.2
  4. Muse Spark Open · Finance Agent v21.4
  5. Legacy Samaya System (high effort)1.8
  6. Claude Opus 5.5 · Finance Agent v21.9
  7. GPT 5.6 Sol · Finance Agent v23.0
  8. Muse Wonder 1.0 · Finance Agent v23.4
  9. Claude Fable 5 · Finance Agent v24.1
  10. Claude Fable 5.1 · Finance Agent v26.9

FrontierFinance 2026-10-28

rubrics qualification rate %, higher is better. 10 models.

Updated 28 Oct 2026

  1. 1Samaya Sterling58.9
  2. 2Legacy Samaya System (high effort)56
  3. 3Claude Fable 5.1 · Finance Agent v255.9
  4. 4Muse Spark Open · Finance Agent v253.7
  5. 5Legacy Samaya System52.9
  6. 6Muse Wonder 1.0 · Finance Agent v252.6
  7. 7Claude Opus 5.5 · Finance Agent v250.9
  8. 8Gemini 3.8 Flash · Finance Agent v250
  9. 9Claude Fable 5 · Finance Agent v249.2
  10. 10GPT 5.6 Sol · Finance Agent v246.8
FrontierFinance leaderboard (rubrics qualification rate %, higher is better)
1Samaya SterlingSamaya AI58.9Samaya harnessSamaya leaderboard
Official board, 28 Oct 2026
2Legacy Samaya System (high effort)Samaya AI56Samaya harnessSamaya leaderboard
Official board, 28 Oct 2026
3Claude Fable 5.1 · Finance Agent v2Anthropic55.9Finance Agent v2 harnessSamaya leaderboard
Official board, 28 Oct 2026
4Muse Spark Open · Finance Agent v2Meta53.7Finance Agent v2 harnessSamaya leaderboard
Official board, 28 Oct 2026
5Legacy Samaya SystemSamaya AI52.9Samaya harnessSamaya leaderboard
Official board, 28 Oct 2026
6Muse Wonder 1.0 · Finance Agent v2Meta52.6Finance Agent v2 harnessSamaya leaderboard
Official board, 28 Oct 2026
7Claude Opus 5.5 · Finance Agent v2Anthropic50.9Finance Agent v2 harnessSamaya leaderboard
Official board, 28 Oct 2026
8Gemini 3.8 Flash · Finance Agent v2Google50Finance Agent v2 harnessSamaya leaderboard
Official board, 28 Oct 2026
9Claude Fable 5 · Finance Agent v2Anthropic49.2Finance Agent v2 harnessSamaya leaderboard
Official board, 28 Oct 2026
10GPT 5.6 Sol · Finance Agent v2OpenAI46.8Finance Agent v2 harnessSamaya leaderboard
Official board, 28 Oct 2026

Full details for FrontierFinance