Fast Gemini model balancing multimodal reasoning, tool use, and cost
Models
Every model in the catalog with source-linked pricing, context limits, provider availability, and published benchmark results.
Gemini 3.5 Flash is Google's high-efficiency multimodal model, bringing near-Pro level coding and reasoning at Flash-tier cost and speed. It is highly optimized for coding proficiency and parallel agentic execution...
Coding-optimized GPT model for repository edits, reviews, and agentic software work
Opus 4.6 is Anthropic’s strongest model for coding and long-running professional tasks. It is built for agents that operate across entire workflows rather than single prompts, making it especially effective...
Opus 4.6 is Anthropic’s strongest model for coding and long-running professional tasks. It is built for agents that operate across entire workflows rather than single prompts, making it especially effective...
GPT-5.2 is the latest frontier-grade model in the GPT-5 series, offering stronger agentic and long context perfomance compared to GPT-5.1. It uses adaptive reasoning to allocate computation dynamically, responding quickly...
Sonnet 4.6 is Anthropic's most capable Sonnet-class model yet, with frontier performance across coding, agents, and professional work. It excels at iterative development, complex codebase navigation, end-to-end project management with...
Sonnet 4.6 is Anthropic's most capable Sonnet-class model yet, with frontier performance across coding, agents, and professional work. It excels at iterative development, complex codebase navigation, end-to-end project management with...
Reasoning-first Gemini preview for agentic coding and complex problem solving
Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation...
Claude Opus 4.5 is Anthropic’s frontier reasoning model optimized for complex software engineering, agentic workflows, and long-horizon computer use. It offers strong multimodal capabilities, competitive performance across real-world coding and...
Claude Opus 4.5 is Anthropic’s frontier reasoning model optimized for complex software engineering, agentic workflows, and long-horizon computer use. It offers strong multimodal capabilities, competitive performance across real-world coding and...
Code-specialist GPT for repository edits, reviews, and long-running software agents
Grok Build 0.1 is SpaceXAI’s fast coding model trained specifically for agentic software engineering workflows. It supports text and image inputs with text output, and is optimized for interactive coding...
New Gemini flash lane bringing frontier-style multimodal reasoning to cheaper runs
Gemini 3 Flash Preview is a high speed, high value thinking model designed for agentic workflows, multi turn chat, and coding assistance. It delivers near Pro level reasoning and tool...
Grok 4.20 is a reasoning model from SpaceXAI with industry-leading speed and agentic tool calling capabilities. It combines the lowest hallucination rate on the market with strict prompt adherance, delivering...
Grok 4.3 is a reasoning model from SpaceXAI. It accepts text and image inputs with text output, and is suited for agentic workflows, instruction-following tasks, and applications requiring high factual...
Grok 4.3 is a reasoning model from SpaceXAI. It accepts text and image inputs with text output, and is suited for agentic workflows, instruction-following tasks, and applications requiring high factual...
GPT-5.1 is the latest frontier-grade model in the GPT-5 series, offering stronger general-purpose reasoning, improved instruction adherence, and a more natural conversational style compared to GPT-5. It uses adaptive reasoning...
GPT-5.4 mini brings the core capabilities of GPT-5.4 to a faster, more efficient model optimized for high-throughput workloads. It supports text and image inputs with strong performance across reasoning, coding,...
GPT-5 is OpenAI’s most advanced model, offering major improvements in reasoning, code quality, and user experience. It is optimized for complex tasks that require step-by-step reasoning, instruction following, and accuracy...
Claude Opus 4.1 is an updated version of Anthropic’s flagship model, offering improved performance in coding, reasoning, and agentic tasks. It achieves 74.5% on SWE-bench Verified and shows notable gains...
Claude Opus 4.1 is an updated version of Anthropic’s flagship model, offering improved performance in coding, reasoning, and agentic tasks. It achieves 74.5% on SWE-bench Verified and shows notable gains...
Fast Gemini model balancing multimodal reasoning, tool use, and cost
Gemini 3.5 Flash Lite is a high-efficiency model from Google with upgraded agentic capabilities. It is suited for subagents that execute focused tasks within complex, multi-agent workflows.
Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...
Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...
GPT-5.4 nano is the most lightweight and cost-efficient variant of the GPT-5.4 family, optimized for speed-critical and high-volume tasks. It supports text and image inputs and is designed for low-latency...
GPT-5 Mini is a compact version of GPT-5, designed to handle lighter-weight reasoning tasks. It provides the same instruction-following and safety-tuning benefits as GPT-5, but with reduced latency and cost....
Deliberate o-series reasoner for hard math, coding, and multi-step analysis
o3 is a well-rounded and powerful model across domains. It sets a new standard for math, science, coding, and visual reasoning tasks. It also excels at technical writing and instruction-following....
Claude Sonnet 4 significantly enhances the capabilities of its predecessor, Sonnet 3.7, excelling in both coding and reasoning tasks with improved precision and controllability. Achieving state-of-the-art performance on SWE-bench (72.7%),...
Claude Haiku 4.5 is Anthropic’s fastest and most efficient model, delivering near-frontier intelligence at a fraction of the cost and latency of larger Claude models. Matching Claude Sonnet 4’s performance...
Claude Haiku 4.5 is Anthropic’s fastest and most efficient model, delivering near-frontier intelligence at a fraction of the cost and latency of larger Claude models. Matching Claude Sonnet 4’s performance...
OpenAI o4-mini is a compact reasoning model in the o-series, optimized for fast, cost-efficient performance while retaining strong multimodal and agentic capabilities. It supports tool use and demonstrates competitive reasoning...
Google's proven reasoning model for coding, math, and multimodal analysis
Gemini 2.5 Pro is Google’s state-of-the-art AI model designed for advanced reasoning, coding, mathematics, and scientific tasks. It employs “thinking” capabilities, enabling it to reason through responses with enhanced accuracy...
OpenAI o3-mini-high is the same model as [o3-mini](/openai/o3-mini) with reasoning_effort set to high. o3-mini is a cost-efficient language model optimized for STEM reasoning tasks, particularly excelling in science, mathematics, and...
Low-latency Gemini model for high-volume multimodal and agent workloads
Fast Gemini workhorse for multimodal apps where latency and price matter
Gemini 2.5 Flash is Google's state-of-the-art workhorse model, specifically designed for advanced reasoning, coding, mathematics, and scientific tasks. It includes built-in "thinking" capabilities, enabling it to provide responses with greater...
O-series reasoning model for hard analysis, math, coding, and planning
Mistral Medium 3.5 is a dense 128B instruction-following model from Mistral AI. It supports text and image inputs with text output, and is designed for agentic workflows, coding, and complex...
Mistral Medium 3.5 is a dense 128B instruction-following model from Mistral AI. It supports text and image inputs with text output, and is designed for agentic workflows, coding, and complex...
Multimodal reasoning model for visual analysis, planning, and tool use
GPT-5-Nano is the smallest and fastest variant in the GPT-5 system, optimized for developer tools, rapid interactions, and ultra-low latency environments. While limited in reasoning depth compared to its larger...
Long-lived GPT workhorse for coding, instruction following, and production apps
GPT-4.1 is a flagship large language model optimized for advanced instruction following, real-world software engineering, and long-context reasoning. It supports a 1 million token context window and outperforms GPT-4o and...
OpenAI o3-mini is a cost-efficient language model optimized for STEM reasoning tasks, particularly excelling in science, mathematics, and coding. This model supports the `reasoning_effort` parameter, which can be set to...
| Model | Creator | Score | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flashgoogle/gemini-3.5-flash | 33.6 | 1.04858M | $1.5 | $9 | 2026-05-19 | |||
| Google: Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batch | 33.6 | 1.04858M | $0.75 | $4.5 | — | |||
| GPT-5.3 Codexopenai/gpt-5.3-codex | 32.5 | 400K | $1.75 | $14 | 2026-02-05 | |||
| Anthropic: Claude Opus 4.6anthropic/claude-opus-4.6 | 31.9 | 1M | $5 | $25 | — | |||
| Anthropic: Claude Opus 4.6 (batch)anthropic/claude-opus-4.6:batch | 31.9 | 1M | $2.5 | $12.5 | — | |||
| OpenAI: GPT-5.2 (batch)openai/gpt-5.2:batch | 30.4 | 400K | $0.875 | $7 | — | |||
| Anthropic: Claude Sonnet 4.6anthropic/claude-sonnet-4.6 | 30.1 | 1M | $3 | $15 | — | |||
| Anthropic: Claude Sonnet 4.6 (batch)anthropic/claude-sonnet-4.6:batch | 30.1 | 1M | $1.5 | $7.5 | — | |||
| Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-preview | 29.7 | 1.04858M | $2 | $12 | 2026-02-19 | |||
| Google: Gemini 3.1 Pro Preview (batch)google/gemini-3.1-pro-preview:batch | 29.7 | 1.04858M | $1 | $6 | — | |||
| Anthropic: Claude Opus 4.5anthropic/claude-opus-4.5 | 29.1 | 200K | $5 | $25 | — | |||
| Anthropic: Claude Opus 4.5 (batch)anthropic/claude-opus-4.5:batch | 29.1 | 200K | $2.5 | $12.5 | — | |||
| GPT-5.2 Codexopenai/gpt-5.2-codex | 28.5 | 400K | $0.14 | $1.14 | 2025-12-11 | |||
| SpaceXAI: Grok Build 0.1x-ai/grok-build-0.1 | 27.2 | 256K | $1 | $2 | — | |||
| Gemini 3 Flash Previewgoogle/gemini-3-flash-preview | 26.3 | 1.04858M | $0.5 | $3 | 2025-12-17 | |||
| Google: Gemini 3 Flash Preview (batch)google/gemini-3-flash-preview:batch | 26.3 | 1.04858M | $0.25 | $1.5 | — | |||
| SpaceXAI: Grok 4.20x-ai/grok-4.20 | 25.7 | 2M | $1.25 | $2.5 | — | |||
| SpaceXAI: Grok 4.3x-ai/grok-4.3 | 24.9 | 1M | $1.25 | $2.5 | — | |||
| SpaceXAI: Grok 4.3 (batch)x-ai/grok-4.3:batch | 24.9 | 1M | $1 | $2 | — | |||
| OpenAI: GPT-5.1 (batch)openai/gpt-5.1:batch | 24.7 | 400K | $0.625 | $5 | — | |||
| OpenAI: GPT-5.4 Mini (batch)openai/gpt-5.4-mini:batch | 24.1 | 400K | $0.375 | $2.25 | — | |||
| OpenAI: GPT-5 (batch)openai/gpt-5:batch | 23.0 | 400K | $0.625 | $5 | — | |||
| Anthropic: Claude Opus 4.1anthropic/claude-opus-4.1 | 22.8 | 200K | $15 | $75 | — | |||
| Anthropic: Claude Opus 4.1 (batch)anthropic/claude-opus-4.1:batch | 22.8 | 200K | $7.5 | $37.5 | — | |||
| Gemini 3.5 Flash Litegoogle/gemini-3.5-flash-lite | 22.2 | 1.04858M | $0.3 | $2.5 | 2026-07-21 | |||
| Google: Gemini 3.5 Flash Lite (batch)google/gemini-3.5-flash-lite:batch | 22.2 | 1.04858M | $0.15 | $1.25 | — | |||
| Anthropic: Claude Sonnet 4.5anthropic/claude-sonnet-4.5 | 20.7 | 1M | $3 | $15 | — | |||
| Anthropic: Claude Sonnet 4.5 (batch)anthropic/claude-sonnet-4.5:batch | 20.7 | 1M | $1.5 | $7.5 | — | |||
| OpenAI: GPT-5.4 Nano (batch)openai/gpt-5.4-nano:batch | 20.7 | 400K | $0.1 | $0.625 | — | |||
| OpenAI: GPT-5 Mini (batch)openai/gpt-5-mini:batch | 20.6 | 400K | $0.125 | $1 | — | |||
| o3openai/o3 | 20.2 | 200K | $2 | $8 | 2025-04-16 | |||
| OpenAI: o3 (batch)openai/o3:batch | 20.2 | 200K | $1 | $4 | — | |||
| Anthropic: Claude Sonnet 4anthropic/claude-sonnet-4 | 18.9 | 200K | $3 | $15 | — | |||
| Anthropic: Claude Haiku 4.5anthropic/claude-haiku-4.5 | 16.9 | 200K | $1 | $5 | — | |||
| Anthropic: Claude Haiku 4.5 (batch)anthropic/claude-haiku-4.5:batch | 16.9 | 200K | $0.5 | $2.5 | — | |||
| OpenAI: o4 Mini (batch)openai/o4-mini:batch | 16.7 | 200K | $0.55 | $2.2 | — | |||
| Gemini 2.5 Progoogle/gemini-2.5-pro | 16.1 | 1.04858M | $1.25 | $10 | 2025-06-17 | |||
| Google: Gemini 2.5 Pro (batch)google/gemini-2.5-pro:batch | 16.1 | 1.04858M | $0.625 | $5 | — | |||
| OpenAI: o3 Mini High (batch)openai/o3-mini-high:batch | 15.7 | 200K | $0.55 | $2.2 | — | |||
| Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-preview | 15.6 | 1.04858M | $0.25 | $1.5 | 2026-03-03 | |||
| Gemini 2.5 Flashgoogle/gemini-2.5-flash | 15.5 | 1.04858M | $0.3 | $2.5 | 2025-06-17 | |||
| Google: Gemini 2.5 Flash (batch)google/gemini-2.5-flash:batch | 15.5 | 1.04858M | $0.15 | $1.25 | — | |||
| o1openai/o1 | 15.2 | 200K | $15 | $60 | 2024-12-05 | |||
| Mistral: Mistral Medium 3.5mistralai/mistral-medium-3-5 | 14.2 | 262.144K | $1.5 | $7.5 | — | |||
| Mistral: Mistral Medium 3.5 (batch)mistralai/mistral-medium-3-5:batch | 14.2 | 262.144K | $0.75 | $3.75 | — | |||
| Nova 2 Liteamazon/nova-2-lite-v1 | 13.4 | 1M | $0.3 | $2.5 | 2025-12-02 | |||
| OpenAI: GPT-5 Nano (batch)openai/gpt-5-nano:batch | 13.0 | 400K | $0.025 | $0.2 | — | |||
| GPT-4.1openai/gpt-4.1 | 12.7 | 1.04758M | $2 | $8 | 2025-04-14 | |||
| OpenAI: GPT-4.1 (batch)openai/gpt-4.1:batch | 12.7 | 1.04758M | $1 | $4 | — | |||
| OpenAI: o3 Mini (batch)openai/o3-mini:batch | 12.5 | 200K | $0.55 | $2.2 | — |