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Evidence · the ranked table

What a solved task costs

Per-token price barely predicts per-task cost. This table prices the outcome: measured rows from our own bench, modelled rows labelled as assumptions.

Which model is cheapest for what you actually ship?

I want to ship a .

Switches to a tasks-per-month slider for pricing an ongoing volume of work instead of a single project.

DeepSeek V4 Pro ships it for $10 against Claude Fable 5 at a pricier $837 — over ~48 tasks.

~48 tasks: median of 11 shipped mobile apps we measured (middle half 22–113) · how we counted →

Skip the ranked rows

SOLVENCY BENCH · LONG-HORIZON · Solvency ran these itself: 30 hard agentic repo tasks, sandboxed tool loop, hidden tests (bench/ in the repo). Own population — the tier models are judged on.

MEASURED: cost per solved task, ranked9 measured rows, ranked cheapest first. 1 gpt-oss-120b $0.0011; 2 Qwen3.7 Flash $0.0029; 3 GLM 5.3 Flash $0.0033; 4 Laguna S 2.1 $0.0044; 5 Ling 3.0 Flash $0.0054; 6 DeepSeek V4 Flash $0.02; 7 MiniMax M3 $0.02; 8 GLM-5.3 $0.10; 9 Kimi K3 $0.16. Monthly figures at 200 tasks.pass rate 60% · $0.0006 per attempt1gpt-oss-120b$0.0011vs ›$0.21/mopass rate 53% · $0.0015 per attempt2Qwen3.7 Flash$0.0029vs ›$0.58/mopass rate 50% · $0.0017 per attempt3GLM 5.3 Flash$0.0033vs ›$0.67/mopass rate 23% · $0.0010 per attempt4Laguna S 2.1$0.0044vs ›$0.89/mopass rate 50% · $0.0027 per attempt5Ling 3.0 Flash$0.0054vs ›$1/mopass rate 73% · $0.01 per attempt6DeepSeek V4 Flash$0.02vs ›$4/mopass rate 47% · $0.0098 per attempt7MiniMax M3$0.02vs ›$4/mopass rate 33% · $0.03 per attempt8GLM-5.3$0.10vs ›$20/mopass rate 43% · $0.07 per attempt9Kimi K3$0.16vs ›$33/mo

Priced, awaiting measurement (292) · verified prices for every listed model; cost per solved task stays missing until a benchmark measures it — shown in full, never estimated.

Model$ in / M$ out / M
Lyria 3 Pro Preview free $0 $0
GPT-5 Nano · batch $0.05 $0.40
Gemini 2.5 Flash Lite · batch $0.10 $0.40
GPT-4.1 Nano · batch $0.10 $0.40
Ling 2.6 Flash $0.10 $0.30
Reka Flash 3 $0.10 $0.20
Qwen3 30B A3B $0.12 $0.50
Qwen3 Coder Next $0.12 $0.80
GLM 4.5 Air $0.13 $0.85
Qwen3.6 35B A3B $0.14 $1.00
GPT-4o-mini $0.15 $0.60
GPT-4o-mini · 2024-07-18 $0.15 $0.60
GPT-4o-mini · batch $0.15 $0.60
KAT-Coder-Air V2.5 $0.15 $0.60
Mistral Small 4 $0.15 $0.60
Olmo 3 32B Think $0.15 $0.50
Perceptron Mk1 $0.15 $1.50
Solar Mini $0.15 $0.15
Solar Pro 2 $0.15 $0.60
Solar Pro 3 $0.15 $0.60
Hy3 preview $0.18 $0.60
Llama Guard 4 12B $0.18 $0.18
Qwen3 VL 8B Thinking $0.18 $2.10
Qwen3.6 Flash $0.19 $1.13
Qwen3 Coder Flash $0.20 $0.97
Qwen3.5-27B $0.20 $1.56
GPT-5.4 Nano $0.20 $1.25
GPT-5.4 Nano · batch $0.20 $1.25
GPT-5.6 Luna · batch $0.20 $1.20
GPT-5.6 Luna Pro $0.20 $1.20
GPT-5.6 Luna Pro · batch $0.20 $1.20
MiniMax-01 $0.20 $1.10
Saba $0.20 $0.60
Step 3.7 Flash $0.20 $1.15
Uncensored $0.20 $0.90
Claude 3 Haiku $0.25 $1.25
DeepSeek V3 0324 $0.25 $1.00
Gemini 3.1 Flash Lite $0.25 $1.50
Gemini 3.1 Flash Lite · batch $0.25 $1.50
GPT-5 Mini $0.25 $2.00
GPT-5 Mini · batch $0.25 $2.00
GPT-5.1-Codex-Mini $0.25 $2.00
Mercury 2 $0.25 $0.75
Nex-N2-Pro $0.25 $1.00
Qwen3.5-35B-A3B $0.25 $1.25
Rocinante 12B $0.25 $0.50
Seed 1.6 $0.25 $2.00
Seed-2.0-Lite $0.25 $2.00
DeepSeek V3 $0.26 $1.03
Qwen Plus 0728 $0.26 $0.78
Qwen-Plus $0.26 $0.78
Qwen3.5-122B-A10B $0.26 $2.08
Codestral 2508 $0.30 $0.90
Cydonia 24B V4.1 $0.30 $0.50
Gemini 2.5 Flash $0.30 $2.50
Gemini 2.5 Flash · batch $0.30 $2.50
Gemini 3.5 Flash Lite $0.30 $2.50
Gemini 3.5 Flash Lite · batch $0.30 $2.50
GLM 4.6V $0.30 $0.90
KAT-Coder-Pro V2 $0.30 $1.20
Ling 2.6 1T $0.30 $2.50
MiniMax M2 $0.30 $1.20
MiniMax M2-her $0.30 $1.20
MiniMax M2.1 $0.30 $1.20
MiniMax M2.5 $0.30 $1.20
MiniMax M2.7 $0.30 $1.20
MiniMax M3 · batch $0.30 $1.20
Nova 2 Lite $0.30 $2.50
Qwen3 Coder 480B A35B $0.30 $1.00
Ring 2.6 1T $0.30 $2.50
Qwen3.6 27B $0.32 $3.20
Qwen3.7 Plus $0.32 $1.28
Qwen3.6 Plus $0.33 $1.95
Muse Glimmer 30B $0.35 $1.50
Mistral Small 3.1 24B $0.35 $0.56
Qwen3.5 397B A17B $0.39 $2.34
GLM 4.7 $0.40 $1.75
GPT-4.1 Mini $0.40 $1.60
GPT-4.1 Mini · batch $0.40 $1.60
Mistral Medium 3 $0.40 $2.00
Mistral Medium 3.1 $0.40 $2.00
Qwen3.8 27B $0.42 $2.55
MiMo-V2.5-Pro $0.43 $0.87
Devstral 2 2512 $0.44 $2.20
Inkling Small $0.45 $1.20
Kimi K2.5 $0.45 $2.25
ReMM SLERP 13B $0.45 $0.65
Qwen3 235B A22B $0.46 $1.82
Gemini 3 Flash Preview · batch $0.50 $3.00
GLM 4.6 $0.50 $2.00
GPT-3.5 Turbo · older v0613 $0.50 $1.50
GPT-3.5 Turbo $0.50 $1.50
GPT-3.5 Turbo · batch $0.50 $1.50
Mistral Large 3 2512 $0.50 $1.50
R1 0528 $0.50 $2.15
Seed 2.1 Turbo $0.50 $2.50
Seed-2.0-Code $0.50 $3.00
DeepSeek V3.1 $0.55 $1.65
MiniMax M1 $0.55 $2.20
Skyfall 36B V2 $0.55 $0.80
Kimi K2 0711 $0.57 $2.30
GLM 4.5 $0.60 $2.20
GLM 4.5V $0.60 $1.80
GLM 5 $0.60 $1.92
GPT Audio Mini $0.60 $2.40
Kimi K2 0905 $0.60 $2.50
Kimi K2 Thinking $0.60 $2.50
Nemotron 3 Ultra $0.60 $3.60
Nemotron 3 Ultra · batch $0.60 $3.60
Palmyra X5 $0.60 $6.00
WizardLM-2 8x22B $0.62 $0.62
Gemma 2 27B $0.65 $0.65
Llama 3.3 Euryale 70B $0.65 $0.75
Qwen3 Coder Plus $0.65 $3.25
Kimi K2.7 Code $0.67 $3.40
Kimi K2.7 Code · batch $0.67 $3.40
Aion-3.0-Mini $0.70 $1.40
Hermes 3 70B Instruct $0.70 $0.70
R1 $0.70 $2.50
KAT-Coder-Pro V2.5 $0.74 $2.96
Gemini 3.6 Flash $0.75 $3.75
Gemini 3.6 Flash · batch $0.75 $3.75
Gemini 3.7 Flash · batch $0.75 $3.75
GPT-5.4 Mini $0.75 $4.50
GPT-5.4 Mini · batch $0.75 $4.50
Virtuoso Large $0.75 $1.20
Qwen3 Max $0.78 $3.90
Qwen3 Max Thinking $0.78 $3.90
Aion-2.0 $0.80 $1.60
Morph V3 Fast $0.80 $1.20
Nova Pro 1.0 $0.80 $3.20
R1 Distill Llama 70B $0.80 $0.80
Relace Apply 3 $0.85 $1.25
Morph V3 Large $0.90 $1.90
Inkling $0.95 $4.05
Inkling · batch $0.95 $4.05
Kimi K2.6 $0.95 $4.00
Sakana Namazu $0.95 $4.00
Claude Haiku 4.5 $1.00 $5.00
Claude Haiku 4.5 · batch $1.00 $5.00
Grok Build 0.1 $1.00 $2.00
Hermes 4 405B $1.00 $3.00
Relace Search $1.00 $3.00
Sonar $1.00 $1.00
Qwen3.6 Max Preview $1.03 $6.16
o3 Mini $1.10 $4.40
o3 Mini · batch $1.10 $4.40
o3 Mini High $1.10 $4.40
o3 Mini High · batch $1.10 $4.40
o4 Mini $1.10 $4.40
o4 Mini · batch $1.10 $4.40
o4 Mini High $1.10 $4.40
o4 Mini High · batch $1.10 $4.40
GLM 5.2 · batch $1.19 $3.74
GLM 5 Turbo $1.20 $4.00
GLM 5V Turbo $1.20 $4.00
Gemini 2.5 Pro · batch $1.25 $10.00
GPT-5 · batch $1.25 $10.00
GPT-5.1 $1.25 $10.00
GPT-5.1 · batch $1.25 $10.00
GPT-5.1-Codex $1.25 $10.00
GPT-5.1-Codex-Max $1.25 $10.00
Grok 4.20 $1.25 $2.50
Grok 4.20 Multi-Agent $1.25 $2.50
Grok 4.3 $1.25 $2.50
Muse Spark 1.1 $1.25 $4.25
GLM 5.1 $1.26 $3.96
DeepSeek V4 Pro 0813 $1.32 $3.96
Qwen3.7 Max $1.48 $4.42
Gemini 3.5 Flash $1.50 $9.00
Gemini 3.5 Flash · batch $1.50 $9.00
Mistral Medium 3.5 $1.50 $7.50
Mistral Medium 3.5 $1.50 $7.50
GPT-5.2 $1.75 $14.00
GPT-5.2 · batch $1.75 $14.00
GPT-5.2 Chat $1.75 $14.00
GPT-5.2-Codex $1.75 $14.00
GPT-5.3 Codex $1.75 $14.00
Claude Sonnet 5 $2.00 $10.00
Claude Sonnet 5 · batch $2.00 $10.00
GPT-4.1 · batch $2.00 $8.00
GPT-5.6 Sol Pro $2.00 $10.00
GPT-5.6 Sol Pro · batch $2.00 $10.00
GPT-5.6 Terra · batch $2.00 $12.00
GPT-5.6 Terra Pro $2.00 $12.00
GPT-5.6 Terra Pro · batch $2.00 $12.00
Grok 4.6 $2.00 $6.00
Mistral Large $2.00 $6.00
Mistral Large 2407 $2.00 $6.00
o3 · batch $2.00 $8.00
Qwen3.8 2.4T A95B $2.00 $6.00
Sonar Deep Research $2.00 $8.00
Sonar Reasoning Pro $2.00 $8.00
Command A $2.50 $10.00
GPT Audio $2.50 $10.00
GPT-4o · 2024-11-20 $2.50 $10.00
GPT-4o · 2024-08-06 $2.50 $10.00
GPT-4o $2.50 $10.00
GPT-4o · 2024-05-13 $2.50 $10.00
GPT-4o · batch $2.50 $10.00
GPT-5 Image Mini $2.50 $2.00
GPT-5.4 · batch $2.50 $15.00
Nova Premier 1.0 $2.50 $12.50
Aion-3.0 $3.00 $6.00
Claude Sonnet 4.5 $3.00 $15.00
Claude Sonnet 4.5 · batch $3.00 $15.00
Claude Sonnet 4.6 $3.00 $15.00
Claude Sonnet 4.6 · batch $3.00 $15.00
GPT-3.5 Turbo 16k $3.00 $4.00
Magnum v4 72B $3.00 $5.00
Sonar Pro $3.00 $15.00
Sonar Pro Search $3.00 $15.00
Claude Opus 4.5 · batch $5.00 $25.00
Claude Opus 4.6 · batch $5.00 $25.00
Claude Opus 4.7 · Fast $5.00 $25.00
Claude Opus 4.7 $5.00 $25.00
Claude Opus 4.7 · batch $5.00 $25.00
Claude Opus 4.8 · Fast $5.00 $25.00
Claude Opus 4.8 $5.00 $25.00
Claude Opus 4.8 · batch $5.00 $25.00
Claude Opus 5 · Fast $5.00 $25.00
Claude Opus 5 · batch $5.00 $25.00
Fugu Ultra $5.00 $30.00
GPT Chat Latest $5.00 $30.00
GPT-5.5 $5.00 $30.00
GPT-5.5 · batch $5.00 $30.00
GPT-5.6 Sol · batch $5.00 $30.00
GPT-5.4 Image 2 $8.00 $15.00
Claude Fable 5 · batch $10.00 $50.00
GPT-4 Turbo $10.00 $30.00
GPT-4 Turbo · batch $10.00 $30.00
GPT-4 Turbo Preview $10.00 $30.00
GPT-5 Image $10.00 $10.00
Claude Opus 4.1 $15.00 $75.00
Claude Opus 4.1 · batch $15.00 $75.00
GPT-5 Pro $15.00 $120.00
GPT-5 Pro · batch $15.00 $120.00
o1 $15.00 $60.00
o1 · batch $15.00 $60.00
GPT-5.2 Pro $21.00 $168.00
GPT-5.2 Pro · batch $21.00 $168.00
GPT-4 $30.00 $60.00
GPT-5.4 Pro $30.00 $180.00
GPT-5.4 Pro · batch $30.00 $180.00
GPT-5.5 Pro $30.00 $180.00
GPT-5.5 Pro · batch $30.00 $180.00
o1-pro $150.00 $600.00
o1-pro · batch $150.00 $600.00
Aion-RP 1.0 · 8B
Command R · 08-2024
Command R+ · 08-2024
Gemini 3.1 Pro Preview · batch
GPT-5 Codex · batch
Nano Banana · Gemini 2.5 Flash Image
Nano Banana 2 · Gemini 3.1 Flash Image
Nano Banana 2 · Gemini 3.1 Flash Image Preview
Nano Banana 2 Lite · Gemini 3.1 Flash Lite Image
Nano Banana Pro · Gemini 3 Pro Image
Nano Banana Pro · Gemini 3 Pro Image Preview
Nemotron 3.5 Content Safety · free
o3 Pro · batch
Weaver · alpha

Source: Artificial Analysis (artificialanalysis.ai) · verified 2026-08-21 · Sources

Keeps this scenario URL in your free account.

Assumptions (4) · move modeled rows only

Task tier: multi-file refactor, feature with tests · Tier: moderate; measured rows unchanged.

These move modeled rows only. A model with no published cached-input price is computed uncached and says so in its row, rather than dropping out of its group. Measured rows carry a cost the benchmark observed and cannot be changed by any assumption. Frontier efficiency has no published source and is applied only to modeled rows — untick it to see unadjusted results. Methodology.