AI Model Atlas

Context

200k tokens

Availability

Anthropic API, Amazon Bedrock, Google Cloud Vertex

Modalities

Text · Vision · Code

Pricing

$0.80 / 1M input tokens, $4.00 / 1M output tokens

Strengths

• Fast responses with grounded summaries and low hallucination rates.
• Excellent structured extraction across tables, docs, and receipts.
• Cost-efficient while still supporting reliable tool use.

Best for

• High-traffic chat surfaces and internal assistants.
• Knowledge extraction, enrichment, and tagging.
• Routing and pre-processing before heavier models or pipelines.

Context

200k tokens

Availability

Anthropic API, Amazon Bedrock, Google Cloud Vertex

Modalities

Text · Vision · Code

Pricing

$3.00 / 1M input tokens, $15.00 / 1M output tokens

Strengths

• High-quality narrative writing and summarization with an even tone.
• Grounded responses with reliable refusals and safety guardrails.
• Consistent tool-use behavior for multi-step agent plans.

Best for

• Enterprise copilots that need predictable tone and safety posture.
• Long-form rewriting, knowledge distillation, and doc QA.
• Ops workflows that mix structured output with human approvals.

Context

1M tokens (streaming) / 128k cached context

Availability

Google AI Studio, Vertex AI

Modalities

Text · Vision · Audio · Code

Pricing

$0.10 / 1M input tokens, $0.40 / 1M output tokens

Strengths

• Very low latency with competitive reasoning for its size.
• Great at summarization, classification, and extraction tasks.
• Optimized streaming responses for interactive UIs.

Best for

• Support chat, quick Q&A, and transactional responses.
• Summaries and labeling over documents, tickets, and recordings.
• Agent warmups, pre-routing, and pre-processing before heavier calls.

Context

1M tokens (streaming) / 128k cached context

Availability

Google AI Studio, Vertex AI

Modalities

Text · Vision · Audio · Code

Pricing

$0.35 / 1M input tokens, $1.05 / 1M output tokens

Strengths

• Strong grounding on web-scale knowledge with low-latency streaming.
• Handles mixed modality inputs across screenshots, PDFs, and audio snippets.
• Reliable JSON modes for structured calls and function execution.

Best for

• Production chat and copilots that need latency caps.
• Long-context analysis with mixed media attachments.
• Retrieval-augmented generation and analytics over customer data.

Context

128k tokens

Availability

Self-hosted, cloud marketplaces, supported by major GPU providers

Modalities

Text · Code

Pricing

Open-weight (no per-token licensing)

Strengths

• High quality for an open-weight model with competitive reasoning.
• Supports fine-tuning and RAG pipelines on self-hosted infra.
• Transparent licensing for on-prem or VPC deployments.

Best for

• Teams that need vendor-neutral, controllable deployments.
• Private RAG stacks with custom tuning and observability.
• Cost-controlled batch inference across dedicated GPUs.

Context

128k tokens

Availability

Mistral API (La Plateforme), Azure AI, self-hosted via deployment partners

Modalities

Text · Code

Pricing

$2.00 / 1M input tokens, $6.00 / 1M output tokens

Strengths

• Competitive reasoning with concise answers and good tool-use adherence.
• Multilingual strength across European languages.
• Great price-performance for production workloads.

Best for

• APIs that need predictable cost while keeping quality high.
• Developer tooling, code review, and refactors.
• Customer experience workloads across languages.

Context

128k tokens

Availability

OpenAI API, Assistants API, Azure OpenAI

Modalities

Text · Vision · Code

Pricing

$5.00 / 1M input tokens, $15.00 / 1M output tokens

Strengths

• Deep reasoning with low hallucination rates and stable system prompt adherence.
• Multimodal grounding for screenshots, documents, diagrams, and charts.
• Structured outputs that stay close to JSON and function-call schemas.

Best for

• Agent orchestration that mixes planning, tools, and guardrails.
• Compliance, evaluations, and quality checks that need reliable citations.
• Product experiences where tone and safety need to stay consistent.

Context

200k tokens

Availability

OpenAI API, Assistants API, Batch API

Modalities

Text · Code

Pricing

$1.10 / 1M input tokens, $4.40 / 1M output tokens

Strengths

• High reasoning quality per token with concise, focused answers.
• Great at tool-calling loops and iterative refinement.
• Predictable outputs that stay inside tight cost and latency budgets.

Best for

• Cost-aware agents and copilots where throughput matters.
• Routing logic, scoring, and classifier-style prompts.
• Batch evaluations and test harnesses with budget constraints.

Context

128k tokens

Availability

xAI API

Modalities

Text · Code

Pricing

$1.00 / 1M input tokens, $2.00 / 1M output tokens

Strengths

• Handles open-domain reasoning and exploration-heavy prompts.
• Good at iterative tool-use when guided with clear schemas.
• Strong latency profile for real-time chat.

Best for

• Consumer-style assistants and exploratory Q&A.
• Research-heavy prompts that need chain-of-thought.
• Developer assistants that mix search and tool calls.