AI Automation | Suffolk, UK & Global

AI Business Automation Services, Suffolk, UK & Global

Navigate the fast-changing AI landscape with a strategic partner at the forefront of business automation. We implement AI where it delivers measurable impact, designing intelligent workflows that save time, reduce costs, and let your team focus on what matters. Our approach gives businesses an early competitive advantage whilst avoiding the hype and wasted investment that comes with poorly planned AI adoption.

Your Strategic AI Business Partner in Britain's AI Future

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AI BUSINESS INTEGRATIONS & CONSULTANCY SUFFOLK

AI Automation services for your business.

AI is evolving at an unprecedented pace, unleashing new possibilities every month (or even week) that businesses, large and small, can leverage.

We partner with your business, acting as your dedicated external team. Whether you need to empower your staff with tailored AI training to identify and utilise opportunities, or require in-depth development and implementation of custom AI automation workflows, we provide the expertise to integrate AI strategically into your operations.

5 AI Business Automations You Can Implement Today

AI Automation UK

We are already transforming businesses today with scalable AI Automation tools.

We build AI automation using proven tools and platforms trusted by businesses worldwide. Our implementations leverage leading language models and automation frameworks to deliver reliable, scalable solutions tailored to your operational needs.

Working with established providers like Anthropic, OpenAI, n8n, LangChain, and OpenRouter, we design workflows that integrate smoothly with your existing systems. Whether you need customer service automation, content generation, data processing, or business intelligence, we implement solutions using the right combination of tools for your specific requirements.

Our approach focuses on practical results rather than technology for its own sake. We select tools based on reliability, cost-effectiveness, and how well they solve your actual business challenges. Ongoing support ensures your AI automation continues delivering value as your business grows and technology evolves.

Our Services

AI automation services

Private AI & Data Sovereignty

For businesses handling sensitive data or operating in regulated industries, cloud AI services create unacceptable risks. Our private Local LLM solutions keep processing within UK borders or your global locations, ensuring complete data sovereignty whilst delivering advanced AI capabilities.

RAG AI Solutions

Your business holds valuable knowledge trapped in documents, manuals, wikis, and files that staff struggle to search effectively. RAG technology transforms these resources into intelligent systems that answer questions instantly and accurately.

AI Audio & Video Processing

Extract value from audio and video content through AI-powered transcription, voice synthesis, sentiment analysis, and automated processing. Turn hours of meetings, calls, and media into searchable, actionable information.

AI Image & Video Generation

Generate marketing visuals, product mockups, social media content, and video assets using AI technology. Produce professional-quality imagery and video faster and more cost-effectively than traditional methods whilst maintaining creative control.

AI Data Analytics & Management

Your business generates data constantly, but extracting actionable insights requires time and expertise most teams lack. AI-powered analytics transforms raw data into clear intelligence that drives better decisions and operational improvements.

AI SEO & Content Automation

Stop treating SEO as a monthly task. Our ForerunnerĀ® SEO tool automates weekly optimisation tasks, from image alt tags to product descriptions, delivering higher accuracy and faster results whilst you focus on running your business.

AI Website Automation

Manage WordPress websites using conversational AI commands instead of clicking through admin panels. Our ForerunnerĀ® WordPress AI Assistant handles updates, content publishing, and multi-site management through simple natural language instructions.

AI Assistants for Business

Go beyond chatbots with AI assistants that integrate deeply into your business systems to handle complex tasks autonomously. Our assistants read data, process information, execute multi-step workflows, and keep you informed without constant supervision.

AI Chatbots for Business

Transform customer interactions with intelligent AI chatbots that deliver 24/7 support, qualify leads, book appointments, and provide instant answers from your knowledge base. Our modular approach lets you adapt as AI technology evolves.

AI Training & Workshops

AI tools deliver value when staff know how to use them effectively. Our training programmes and workshops provide practical skills development, enabling your team to leverage AI technology confidently for their specific roles and responsibilities.

AI Ethics & GDPR Compliance

AI adoption must respect data protection laws, ethical principles, and regulatory requirements. We help UK businesses implement AI responsibly, ensuring GDPR compliance and alignment with government AI Britain initiatives promoting ethical development.

AI Business Consultancy

Integrating AI into your business requires clear strategy, not guesswork. We help you identify where AI delivers genuine value, navigate compliance requirements, and build practical implementation plans that drive measurable results.

Business Process Automation

Free your team from repetitive tasks by automating business processes that drain productivity. We design intelligent workflows that connect your systems, move data automatically, and handle routine operations without manual intervention.

ForerunnerĀ® AI Tools Suite

We have developed the ForerunnerĀ® suite of AI tools designed specifically for practical business applications. From WordPress management to SEO automation and intelligent chat systems, our tools solve real operational challenges businesses face daily.

Custom AI Development

Off-the-shelf software rarely fits unique business processes perfectly. We build custom applications, CRM systems, field service management tools, and bespoke software using AI-assisted development that delivers faster, more reliable results.

AI Leaderboards

Our AI Model Leaderboard ranks and compares hundreds of AI models using a proprietary scoring methodology built specifically for business use cases. We evaluate every model across performance, capability, pricing and practical value — helping you make confident, informed decisions about which AI to adopt.

AI WordPress Plugins

AI Powered Plugins for businesses and agencies

We develop the ForerunnerĀ® suite of WordPress plugins bringing AI automation to businesses and agencies. From managing multi-site networks through natural language to deploying sophisticated AI chat systems, our tools solve real operational challenges without requiring developer resources.

AI & Automation News

AI automation plugins for businesses and agencies

The Best AI Models So Far in 2026 | Design for Online Gemini 3.1 Pro, Claude Sonnet 4.6, Grok 4.20 and more all dropped in February 2026. We rank the best AI models, compare benchmarks and break down real costs.
Artificial Inteligence

The Best AI Models so far in 2026

Gemini 3.1 Pro, Claude Sonnet 4.6, Grok 4.20 and more dropped in February 2026. We rank the best AI models, benchmarks & break down costs.
5 AI Tools You Should Know About in 2026 From AI-generated brand content to video that has Hollywood worried, these are the tools making a real impact right now.
Artificial Inteligence

5 AI Tools You Should Know About in 2026

From Google's brand content generator to AI video and task automation, these are the tools making a real impact right now. We break down what ...
ForerunnerĀ® WordPress OpenAI ChatKit Agent Builder Plugin
Artificial Inteligence

AgentKit arrives. Our Plugin brings OpenAI’s Agent Builder and ChatKit to WordPress

OpenAI has launched AgentKit, a toolkit for building, evaluating and shipping AI agents. Our Plugin enables all ChatKit functionality on WordPress

Compare top AI models across all use cases.

# Model Score Speed MMLU HumanEval Pricing Context Capabilities Badge
1 Anthropic: Claude Opus 4.7 Newanthropic 98Frontier — — — $5.00 $25.00 1M Tool Fn Top Pick
2 Google: Gemini 3.1 Pro Previewgoogle 94Frontier — — — $2.00 $12.00 1M Tool Fn Best for Agents
3 OpenAI: GPT-5.5 Newopenai 93Frontier — — — $5.00 $30.00 1.1M Tool Fn Top Pick
4 GPT-5.5 (high) NewOpenAI 85Frontier — — — $5.00 $30.00 — Top Pick
5 GPT-5.5 (medium) NewOpenAI 85Frontier — — — $5.00 $30.00 — Best for Coding
6 Anthropic: Claude Opus 4.6anthropic 93Frontier — — — $5.00 $25.00 1M Tool Fn
7 OpenAI: GPT-5.3-Codexopenai 90Frontier — — — $1.75 $14.00 400K Tool Fn
8 DeepSeek: DeepSeek V4 Pro Newdeepseek 88Frontier — — — $0.44 $0.87 1M Tool Fn
9 Xiaomi: MiMo-V2.5-Pro Newxiaomi 87Frontier — — — $1.00 $3.00 1M Tool Fn
10 OpenAI: GPT-5.2openai 86Frontier — — — $1.75 $14.00 400K Tool Fn
11 Qwen: Qwen3.6 Plusqwen 85Frontier — — — $0.33 $1.95 1M Tool Fn
12 xAI: Grok 4.3 Newx-ai 85Frontier — — — $1.25 $2.50 1M Tool Fn
13 Xiaomi: MiMo-V2.5 Newxiaomi 83Professional — — — $0.40 $2.00 1M Tool Fn
14 xAI: Grok 4.20 Multi-Agent Betax-ai 82Professional — — — $2.00 $6.00 2M Tool
15 Anthropic: Claude Sonnet 4.6anthropic 82Professional — — — $3.00 $15.00 1M Tool Fn
16 Anthropic: Claude Opus 4.5anthropic 82Professional — — — $5.00 $25.00 200K Tool Fn
17 Qwen: Qwen3.6 Max Preview Newqwen 82Professional — — — $1.04 $6.24 262K Tool Fn
18 GPT-5.5 (low) NewOpenAI 82Professional — — — $5.00 $30.00 —
19 Z.ai: GLM 5.1z-ai 82Professional — — — $1.05 $3.50 203K Tool Fn
20 Muse SparkMeta 82Professional — — — $0.00 $0.00 —
21 OpenAI: GPT-5.4openai 81Professional — — — $2.50 $15.00 1.1M Tool Fn
22 OpenAI: GPT-5.2-Codexopenai 81Professional — — — $1.75 $14.00 400K Tool Fn
23 Xiaomi: MiMo-V2-Proxiaomi 81Professional — — — $1.00 $3.00 1M Tool Fn
24 Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google 80Professional — — — $2.00 $12.00 66K
25 Z.ai: GLM 5z-ai 80Professional — — — $0.60 $1.92 203K Tool Fn
26 OpenAI: GPT-5 Codexopenai 79Professional — — — $1.25 $10.00 400K Tool Fn
27 MiniMax: MiniMax M2.7minimax 78Professional — — — $0.30 $1.20 197K Tool Fn
28 Google: Gemini 3 Pro Previewgoogle 77Professional — — — $2.00 $12.00 1M Tool Fn
29 Google: Gemini 2.5 Pro Preview 06-05google 77Professional — — — $1.25 $10.00 1M Tool Fn
30 Anthropic: Claude Opus 4.1anthropic 76Professional — — — $15.00 $75.00 200K Tool Fn
31 OpenAI: GPT-5.1-Codexopenai 76Professional — — — $1.25 $10.00 400K Tool Fn
32 OpenAI: GPT-5openai 76Professional — — — $1.25 $10.00 400K Tool Fn
33 Grok 4.20 0309 (Reasoning)xAI 76Professional — — — $2.00 $6.00 —
34 Anthropic: Claude Sonnet 4.5anthropic 76Professional — — — $3.00 $15.00 1M Tool Fn
35 OpenAI: GPT-5 Miniopenai 76Professional — — — $0.25 $2.00 400K Tool Fn
36 Qwen: Qwen3.6 35B A3B Newqwen 75Professional — — — $0.15 $1.00 262K Tool Fn
37 Qwen: Qwen3.6 27B Newqwen 75Professional — — — $0.32 $3.20 262K Tool Fn
38 Anthropic: Claude Opus 4anthropic 74Professional — — — $15.00 $75.00 200K Tool Fn
39 OpenAI: o3openai 74Professional — — — $2.00 $8.00 200K Tool Fn
40 OpenAI: GPT-5.1-Codex-Miniopenai 74Professional — — — $0.25 $2.00 400K Tool Fn
41 MiniMax: MiniMax M2.5minimax 73Professional — — — $0.15 $1.15 197K Tool Fn
42 xAI: Grok 4x-ai 73Professional — — — $3.00 $15.00 256K Tool Fn
43 Z.ai: GLM 4.7z-ai 73Professional — — — $0.40 $1.75 203K Tool Fn
44 Qwen: Qwen3.5 397B A17Bqwen 72Professional — — — $0.39 $2.34 262K Tool Fn
45 Anthropic: Claude Sonnet 4anthropic 72Professional — — — $3.00 $15.00 1M Tool Fn
46 OpenAI: o3 Deep Researchopenai 71Professional — — — $10.00 $40.00 200K Tool Fn
47 MoonshotAI: Kimi K2 Thinkingmoonshotai 71Professional — — — $0.60 $2.50 262K Tool Fn
48 Mistral: Mistral Medium 3.5 Newmistralai 71Professional — — — $1.50 $7.50 262K Tool Fn
49 MiniMax: MiniMax M2.1minimax 70Professional — — — $0.29 $0.95 197K Tool Fn
50 Google: Gemini 2.5 Progoogle 70Professional — — — $1.25 $10.00 1M Tool Fn
51 StepFun: Step 3.5 Flashstepfun 70Professional — — — $0.10 $0.30 262K Tool Fn
52 MiniMax: MiniMax M2minimax 68Specialist — — — $0.26 $1.00 197K Tool Fn
53 Kwaipilot: KAT-Coder-Pro V1kwaipilot 64Specialist — — — $0.21 $0.83 256K Tool Fn
54 xAI: Grok 3 Minix-ai 63Specialist — — — $0.30 $0.50 131K Tool Fn
55 OpenAI: o3 Proopenai 62Specialist — — — $20.00 $80.00 200K Tool Fn
56 Qwen3.5 Omni PlusAlibaba 60Specialist — — — $0.40 $4.80 —
57 Qwen3.6 27B (Non-reasoning) NewAlibaba 59Specialist — — — $0.60 $3.60 —
58 OpenAI: o1openai 57Specialist — — — $15.00 $60.00 200K Tool Fn
59 NVIDIA: Nemotron 3 Nano 30B A3Bnvidia 54Specialist — — — $0.05 $0.20 262K Tool Fn
60 OpenAI: gpt-oss-120b (free)openai 50Specialist — — — $0.00 $0.00 131K Tool Fn
61 Google: Gemini 2.5 Pro Preview 05-06google 49Efficient — — — $1.25 $10.00 1M Tool Fn
62 OpenAI: gpt-oss-20b (free)openai 37Efficient — — — $0.00 $0.00 131K Tool Fn
63 OpenAI: o1-proopenai 35Efficient — — — $150.00 $600.00 200K
64 Anthropic: Claude Opus 4.6 (Fast)anthropic Emerging — — — $30.00 $150.00 1M Tool Fn
65 xAI: Grok 4.20 Multi-Agentx-ai Emerging — — — $2.00 $6.00 2M Tool
66 OpenAI: GPT-5.2 Chatopenai Legacy — — — $1.75 $14.00 128K Tool Fn
67 OpenAI: GPT-5.2 Proopenai Legacy — — — $21.00 $168.00 400K Tool Fn

Best models for code generation and debugging.

# Model Score Speed MMLU HumanEval Pricing Context Capabilities Badge
1 Anthropic: Claude Opus 4.7 Newanthropic 98Frontier — — — $5.00 $25.00 1M Tool Fn Top Pick
2 Google: Gemini 3.1 Pro Previewgoogle 94Frontier — — — $2.00 $12.00 1M Tool Fn Best for Agents
3 OpenAI: GPT-5.5 Newopenai 93Frontier — — — $5.00 $30.00 1.1M Tool Fn Top Pick
4 GPT-5.5 (high) NewOpenAI 85Frontier — — — $5.00 $30.00 — Top Pick
5 GPT-5.5 (medium) NewOpenAI 85Frontier — — — $5.00 $30.00 — Best for Coding
6 DeepSeek: DeepSeek V4 Flash Newdeepseek 83Professional — — — $0.14 $0.28 1M Tool Fn Best Value
7 Anthropic: Claude Opus 4.6anthropic 93Frontier — — — $5.00 $25.00 1M Tool Fn
8 OpenAI: GPT-5.3-Codexopenai 90Frontier — — — $1.75 $14.00 400K Tool Fn
9 DeepSeek: DeepSeek V4 Pro Newdeepseek 88Frontier — — — $0.44 $0.87 1M Tool Fn
10 Xiaomi: MiMo-V2.5-Pro Newxiaomi 87Frontier — — — $1.00 $3.00 1M Tool Fn
11 OpenAI: GPT-5.2openai 86Frontier — — — $1.75 $14.00 400K Tool Fn
12 Qwen: Qwen3.6 Plusqwen 85Frontier — — — $0.33 $1.95 1M Tool Fn
13 Xiaomi: MiMo-V2.5 Newxiaomi 83Professional — — — $0.40 $2.00 1M Tool Fn
14 xAI: Grok 4.20 Multi-Agent Betax-ai 82Professional — — — $2.00 $6.00 2M Tool
15 Anthropic: Claude Opus 4.5anthropic 82Professional — — — $5.00 $25.00 200K Tool Fn
16 Anthropic: Claude Sonnet 4.6anthropic 82Professional — — — $3.00 $15.00 1M Tool Fn
17 Qwen: Qwen3.6 Max Preview Newqwen 82Professional — — — $1.04 $6.24 262K Tool Fn
18 Z.ai: GLM 5.1z-ai 82Professional — — — $1.05 $3.50 203K Tool Fn
19 GPT-5.5 (low) NewOpenAI 82Professional — — — $5.00 $30.00 —
20 Muse SparkMeta 82Professional — — — $0.00 $0.00 —
21 OpenAI: GPT-5.4openai 81Professional — — — $2.50 $15.00 1.1M Tool Fn
22 OpenAI: GPT-5.2-Codexopenai 81Professional — — — $1.75 $14.00 400K Tool Fn
23 Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google 80Professional — — — $2.00 $12.00 66K
24 Z.ai: GLM 5z-ai 80Professional — — — $0.60 $1.92 203K Tool Fn
25 OpenAI: GPT-5 Codexopenai 79Professional — — — $1.25 $10.00 400K Tool Fn
26 Kwaipilot: KAT-Coder-Pro V2kwaipilot 77Professional — — — $0.30 $1.20 256K Tool Fn
27 Google: Gemini 2.5 Pro Preview 06-05google 77Professional — — — $1.25 $10.00 1M Tool Fn
28 Google: Gemma 4 31Bgoogle 76Professional — — — $0.13 $0.38 262K Tool Fn
29 OpenAI: GPT-5openai 76Professional — — — $1.25 $10.00 400K Tool Fn
30 OpenAI: GPT-5.1-Codexopenai 76Professional — — — $1.25 $10.00 400K Tool Fn
31 Grok 4.20 0309 (Reasoning)xAI 76Professional — — — $2.00 $6.00 —
32 Anthropic: Claude Sonnet 4.5anthropic 76Professional — — — $3.00 $15.00 1M Tool Fn
33 OpenAI: GPT-5 Miniopenai 76Professional — — — $0.25 $2.00 400K Tool Fn
34 Qwen: Qwen3.6 35B A3B Newqwen 75Professional — — — $0.15 $1.00 262K Tool Fn
35 Qwen: Qwen3.6 27B Newqwen 75Professional — — — $0.32 $3.20 262K Tool Fn
36 OpenAI: o3openai 74Professional — — — $2.00 $8.00 200K Tool Fn
37 MoonshotAI: Kimi K2.6 Newmoonshotai 74Professional — — — $0.75 $3.50 262K Tool Fn
38 OpenAI: GPT-5.1-Codex-Miniopenai 74Professional — — — $0.25 $2.00 400K Tool Fn
39 Z.ai: GLM 4.7z-ai 73Professional — — — $0.40 $1.75 203K Tool Fn
40 xAI: Grok 4x-ai 73Professional — — — $3.00 $15.00 256K Tool Fn
41 Z.ai: GLM 5V Turboz-ai 72Professional — — — $1.20 $4.00 203K Tool Fn
42 MoonshotAI: Kimi K2 Thinkingmoonshotai 71Professional — — — $0.60 $2.50 262K Tool Fn
43 Google: Gemini 2.5 Progoogle 70Professional — — — $1.25 $10.00 1M Tool Fn
44 GPT-5.5 (Non-reasoning) NewOpenAI 69Specialist — — — $5.00 $30.00 —
45 Anthropic: Claude 3.7 Sonnet (thinking)anthropic 69Specialist — — — $3.00 $15.00 200K Tool Fn
46 DeepSeek: DeepSeek V3.2deepseek 66Specialist — — — $0.25 $0.38 131K Tool Fn
47 Anthropic: Claude 3.7 Sonnetanthropic 65Specialist — — — $3.00 $15.00 200K Tool Fn
48 DeepSeek: DeepSeek V3.1 Terminusdeepseek 65Specialist — — — $0.27 $0.95 164K Tool Fn
49 OpenAI: o4 Miniopenai 64Specialist — — — $1.10 $4.40 200K Tool Fn
50 DeepSeek: DeepSeek V3.2 Specialedeepseek 63Specialist — — — $0.29 $0.43 164K
51 Tencent: Hy3 preview (free) Newtencent 62Specialist — — — $0.00 $0.00 262K Tool Fn
52 TNG: DeepSeek R1T2 Chimeratngtech 60Specialist — — — $0.30 $1.10 164K Tool Fn
53 DeepSeek: DeepSeek V3.1deepseek 59Specialist — — — $0.15 $0.75 33K Tool Fn
54 DeepSeek: DeepSeek V3.2 Expdeepseek 58Specialist — — — $0.27 $0.41 164K Tool Fn
55 Z.ai: GLM 4.5z-ai 57Specialist — — — $0.60 $2.20 131K Tool Fn
56 Qwen: Qwen3 Coder Nextqwen 57Specialist — — — $0.11 $0.80 262K Tool Fn
57 DeepSeek: R1deepseek 55Specialist — — — $0.70 $2.50 64K Tool Fn
58 OpenAI: o3 Miniopenai 54Specialist — — — $1.10 $4.40 200K Tool Fn
59 OpenAI: o3 Mini Highopenai 53Specialist — — — $1.10 $4.40 200K Tool Fn
60 o1-previewOpenAI 50Specialist — — — $16.50 $66.00 —
61 Qwen3 Coder 480B A35B InstructAlibaba 50Specialist — — — $1.50 $7.50 —
62 OpenAI: gpt-oss-120b (free)openai 50Specialist — — — $0.00 $0.00 131K Tool Fn
63 Google: Gemini 2.5 Pro Preview 05-06google 49Efficient — — — $1.25 $10.00 1M Tool Fn
64 Mistral: Devstral 2 2512mistralai 49Efficient — — — $0.40 $2.00 262K Tool Fn
65 Qwen: Qwen3 Coder 30B A3B Instructqwen 47Efficient — — — $0.07 $0.27 160K Tool Fn
66 DeepSeek: DeepSeek V3deepseek 47Efficient — — — $0.32 $0.89 164K Tool Fn
67 Qwen: Qwen3 32Bqwen 44Efficient — — — $0.08 $0.28 41K Tool Fn
68 Llama Nemotron Super 49B v1.5 (Reasoning)NVIDIA 44Efficient — — — $0.10 $0.40 —
69 Mistral: Devstral Mediummistralai 43Efficient — — — $0.40 $2.00 131K Tool Fn
70 ERNIE 5.0 Thinking PreviewBaidu 43Efficient — — — $0.00 $0.00 —
71 Qwen: Qwen3 235B A22Bqwen 42Efficient — — — $0.46 $1.82 131K Tool Fn
72 Mistral: Devstral Small 1.1mistralai 41Efficient — — — $0.10 $0.30 131K Tool Fn
73 Qwen: QwQ 32Bqwen 38Efficient — — — $0.15 $0.58 131K Tool Fn
74 Microsoft: Phi 4microsoft 38Efficient — — — $0.07 $0.14 16K
75 Nemotron Cascade 2 30B A3BNVIDIA 37Efficient — — — $0.00 $0.00 —
76 Deep Cogito: Cogito v2.1 671Bdeepcogito 35Efficient — — — $1.25 $1.25 128K
77 Qwen2.5 Coder 32B Instructqwen 32Efficient — — — $0.66 $1.00 33K
78 Qwen: Qwen3 Coder Flashqwen Legacy — — — $0.20 $0.98 1M Tool Fn
79 Devstral Small 2Mistral 26Emerging — — — $0.00 $0.00 —
80 Mistral: Codestral 2508mistralai Legacy — — — $0.30 $0.90 256K Tool Fn
81 Qwen: Qwen3 Coder Plusqwen Legacy — — — $0.65 $3.25 1M Tool Fn
82 xAI: Grok 4.20 Betax-ai Emerging — — — $2.00 $6.00 2M Tool Fn
83 Qwen: Qwen3 Coder 480B A35B (exacto)qwen Legacy — — — $0.22 $1.80 262K Tool Fn
84 Inception: Mercury Coderinception Legacy — — — $0.25 $0.75 128K Tool Fn
85 Arcee AI: Coder Largearcee-ai Legacy — — — $0.50 $0.80 33K
86 AlfredPros: CodeLLaMa 7B Instruct Solidityalfredpros Legacy — — — $0.80 $1.20 4K

Compare AI Models

Select up to 4 models to compare side by side.

AI Model Price Calculator

Pick a workload preset or enter your own token volume — instantly see price, quality and value side by side for every major model.

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How We Score Models

Our scores (0-100) are editorially curated based on a combination of benchmark performance, real-world testing, pricing value, and community feedback. Highlighted "Top Pick" models are selected by our team as the best option in their category.

Benchmark Definitions

MMLU
Massive Multitask Language Understanding — measures knowledge across 57 academic subjects.
HumanEval
Code generation benchmark — tests ability to write correct Python functions from docstrings.
MATH
Mathematical problem solving across algebra, geometry, number theory, and more.
GSM8K
Grade-school math word problems requiring multi-step reasoning.
MT-Bench
Multi-turn conversation quality rated by GPT-4 as judge.
GPQA
Graduate-level science questions written by domain experts.
SWE-bench
Real-world software engineering tasks from GitHub issues.
IFEval
Instruction-following evaluation — how well the model adheres to specific formatting and constraint instructions.
BFCL
Berkeley Function Calling Leaderboard — measures tool/function calling accuracy.

Data Sources

  • OpenRouter API — Model catalogue, pricing, context windows, capabilities, and speed metrics. Updated daily.
  • Hugging Face Open LLM Leaderboard — Benchmark scores (MMLU, HumanEval, MATH, etc.). Matched to models by name.
  • Provider Logos — Curated from official sources and GitHub with automatic fallback.
  • Editorial Team — Manual scores, category assignments, and "Top Pick" selections.

Update Frequency

Model data is automatically synced daily via WordPress cron. New models are added automatically when they appear on OpenRouter. Pricing and capability changes are reflected within 24 hours.