AI for Agriculture

224 models ranked for agriculture and farming. Scored with bonuses for vision (crop/pest analysis), reasoning (yield prediction), JSON mode (structured data), function calling (IoT integration), and web search (weather data).

How we rank: composite score (benchmark scores 90%, capabilities 5%, context window 5%) adjusted with use-case-specific capability bonuses.

#1 for Agriculture

Claude Fable 5.1

Anthropic

Best Budget

GPT-5.6 Luna Pro (batch)

224

Total Ranked

224

Vision

201

Reasoning

214

JSON Mode

Agriculture AI - Ranked by Agriculture Score

#	Model	Provider	Score	$/1M Out	Context
1	Claude Fable 5.1Anthropic	Anthropic	96	$50.00	1M
2	Claude Fable 5.1 (batch)Anthropic	Anthropic	96	$25.00	1M
3	Claude Fable 5Anthropic	Anthropic	96	$50.00	1M
4	Claude Fable 5 (batch)Anthropic	Anthropic	96	$25.00	1M
5	Claude Opus 5.5Anthropic	Anthropic	95	$20.00	1M
6	Claude Opus 5Anthropic	Anthropic	95	$25.00	1M
7	Claude Opus 4.8Anthropic	Anthropic	95	$25.00	1M
8	Claude Opus 4.7Anthropic	Anthropic	95	$25.00	1M
9	GPT-5.5 ProOpenAI	OpenAI	93	$180.00	1.1M
10	GPT-5.5 Pro (batch)OpenAI	OpenAI	93	$90.00	1.1M
11	GPT-5.5OpenAI	OpenAI	93	$30.00	1.1M
12	Gemini 3.1 Pro Preview Custom ToolsGoogle	Google	92	$12.00	1.0M
13	Gemini 3.1 Pro PreviewGoogle	Google	92	$12.00	1.0M
14	Gemini 3.1 Pro Preview (batch)Google	Google	92	$6.00	1.0M
15	GPT-5.4 ProOpenAI	OpenAI	92	$180.00	1.1M
16	GPT-5.4 Pro (batch)OpenAI	OpenAI	92	$90.00	1.1M
17	GPT-5.4OpenAI	OpenAI	92	$15.00	1.1M
18	GPT-5.3-CodexOpenAI	OpenAI	91	$14.00	400K
19	GPT-5.2-CodexOpenAI	OpenAI	91	$14.00	400K
20	GPT-5.2 ProOpenAI	OpenAI	91	$168.00	400K
21	GPT-5.2 Pro (batch)OpenAI	OpenAI	91	$84.00	400K
22	GPT-5.2OpenAI	OpenAI	91	$14.00	400K
23	Claude Opus 4.6Anthropic	Anthropic	90	$25.00	1M
24	GPT-5.6 Luna ProOpenAI	OpenAI	89	$1.20	1.1M
25	GPT-5.6 Luna Pro (batch)OpenAI	OpenAI	89	$0.60	1.1M
26	GPT-5.6 LunaOpenAI	OpenAI	89	$1.20	1.1M
27	GPT-5.6 Luna (batch)OpenAI	OpenAI	89	$0.60	1.1M
28	GPT-5.6 Terra ProOpenAI	OpenAI	89	$12.00	1.1M
29	GPT-5.6 Terra Pro (batch)OpenAI	OpenAI	89	$6.00	1.1M
30	GPT-5.6 TerraOpenAI	OpenAI	89	$12.00	1.1M

AI for Agriculture & Farming

Crop Analysis

Vision models identify crop diseases, nutrient deficiencies, and growth stages from field images. Upload drone or satellite imagery for automated field analysis.

Pest Detection

Identify insects, weeds, and diseases from photos. Models recommend treatment options with dosage, timing, and organic alternatives.

Yield Prediction

Analyze weather, soil data, and historical yields to forecast harvests. JSON mode produces structured predictions for farm management systems.

Precision Farming

Optimize irrigation schedules, fertilizer application, and planting density. Function calling integrates with IoT sensors and weather APIs for real-time decisions.

Science Vision Models Supply Chain Robotics Enterprise LLM Leaderboard Manufacturing Construction Logistics DevOps

Frequently Asked Questions

Vision-capable models analyze satellite imagery, drone photos, and soil maps to identify crop stress, pest damage, and irrigation issues. Models with web search can pull real-time weather data and market prices for yield optimization.

Self-hostable open-source models can run on local hardware without internet. Smaller models (7B-13B parameters) work on edge devices, though they trade capability for offline access. Consider models ranked high for open-source flexibility.

Models with reasoning capabilities can analyze historical yield data, weather patterns, and market trends to provide forecasts. However, these are estimates - combine AI insights with agronomist expertise and local knowledge for best results.

For analyzing multi-page soil reports, seasonal data, or regulatory documents, 128K+ context windows are essential. Smaller context models may miss connections between early-season conditions and harvest projections.