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

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.

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.

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 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.

Forerunner® AI Tools Suite

We have developed the Forerunner® 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.

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 SEO & Content Automation

Stop treating SEO as a monthly task. Our Forerunner® 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.

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 Website Automation

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

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.

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.

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 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 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 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 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 WordPress Plugins

AI Powered Plugins for businesses and agencies

We develop the Forerunner® 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.

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Forerunner Review Widget Agency
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Forerunner Review Widget Free
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Forerunner Review Widget Pro
£7.00 / month Sign up now
WordPress Plugins
Forerunner® WordPress OpenAI ChatKit Agent Builder Plugin
From: £45.00 / year Select options This product has multiple variants. The options may be chosen on the product page
WordPress Plugins
Forerunner® WordPress AI Assistant & Multi-Site Manager
£850.00 Add to cart
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Forerunner® AI Live Chat Pro – WordPress Plugin
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AI & Automation News

AI automation plugins for businesses and agencies

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.

Written by

Design for Online

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 ...

Written by

Design for Online

Forerunner® 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

Written by

Design for Online

Compare top AI models across all use cases.

#	Model	Score	Speed	MMLU	HumanEval	Pricing	Context	Capabilities	Badge
1	Google: Gemini 3.1 Pro Previewgoogle	95Frontier	—	—	—	$2.00 $12.00	1M	Tool Fn Vision	Top Pick
2	Anthropic: Claude Opus 4.6anthropic	94Frontier	—	—	—	$5.00 $25.00	1M	Tool Fn Vision	Best for Coding
3	OpenAI: GPT-5.3-Codexopenai	91Frontier	—	—	—	$1.75 $14.00	400K	Tool Fn Vision	Top Pick
4	OpenAI: GPT-5.4openai	89Frontier	—	—	—	$2.50 $15.00	1.1M	Tool Fn Vision	Top Pick
5	MiniMax: MiniMax M2.7 Newminimax	79Professional	—	—	—	$0.30 $1.20	197K	Tool Fn	Top Pick
6	OpenAI: GPT-5.4 Mini Newopenai	72Professional	—	—	—	$0.75 $4.50	400K	Tool Fn Vision	Best for Coding
7	Anthropic: Claude Sonnet 4.6anthropic	86Frontier	—	—	—	$3.00 $15.00	1M	Tool Fn Vision
8	Google: Gemini 3 Flash Previewgoogle	84Professional	—	—	—	$0.50 $3.00	1M	Tool Fn Vision
9	OpenAI: GPT-5.1openai	83Professional	—	—	—	$1.25 $10.00	400K	Tool Fn Vision
10	Anthropic: Claude Opus 4.5anthropic	83Professional	—	—	—	$5.00 $25.00	200K	Tool Fn Vision
11	xAI: Grok 4.20 Newx-ai	82Professional	—	—	—	$2.00 $6.00	2M	Tool Fn Vision
12	xAI: Grok 4.20 Multi-Agent Betax-ai	82Professional	—	—	—	$2.00 $6.00	2M	Tool Vision
13	OpenAI: GPT-5.2-Codexopenai	81Professional	—	—	—	$1.75 $14.00	400K	Tool Fn Vision
14	Xiaomi: MiMo-V2-Pro Newxiaomi	81Professional	—	—	—	$1.00 $3.00	1M	Tool Fn
15	Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google	80Professional	—	—	—	$2.00 $12.00	66K	Vision
16	OpenAI: GPT-5 Codexopenai	79Professional	—	—	—	$1.25 $10.00	400K	Tool Fn Vision
17	Z.ai: GLM 5z-ai	77Professional	—	—	—	$0.72 $2.30	80K	Tool Fn
18	OpenAI: GPT-5openai	77Professional	—	—	—	$1.25 $10.00	400K	Tool Fn Vision
19	Google: Gemini 3 Pro Previewgoogle	77Professional	—	—	—	$2.00 $12.00	1M	Tool Fn Vision
20	Google: Gemini 2.5 Pro Preview 06-05google	77Professional	—	—	—	$1.25 $10.00	1M	Tool Fn Vision
21	Anthropic: Claude Opus 4.1anthropic	76Professional	—	—	—	$15.00 $75.00	200K	Tool Fn Vision
22	Google: Gemma 4 31B Newgoogle	76Professional	—	—	—	$0.13 $0.38	262K	Tool Fn Vision
23	OpenAI: GPT-5.1-Codexopenai	76Professional	—	—	—	$1.25 $10.00	400K	Tool Fn Vision
24	Anthropic: Claude Sonnet 4.5anthropic	76Professional	—	—	—	$3.00 $15.00	1M	Tool Fn Vision
25	OpenAI: GPT-5 Miniopenai	76Professional	—	—	—	$0.25 $2.00	400K	Tool Fn Vision
26	Anthropic: Claude Opus 4anthropic	74Professional	—	—	—	$15.00 $75.00	200K	Tool Fn Vision
27	OpenAI: o3openai	74Professional	—	—	—	$2.00 $8.00	200K	Tool Fn Vision
28	OpenAI: GPT-5.4 Nano Newopenai	74Professional	—	—	—	$0.20 $1.25	400K	Tool Fn Vision
29	Z.ai: GLM 4.7z-ai	74Professional	—	—	—	$0.39 $1.75	203K	Tool Fn
30	xAI: Grok 4x-ai	73Professional	—	—	—	$3.00 $15.00	256K	Tool Fn Vision
31	Qwen: Qwen3.5-122B-A10Bqwen	72Professional	—	—	—	$0.26 $2.08	262K	Tool Fn Vision
32	Qwen: Qwen3.5 397B A17Bqwen	72Professional	—	—	—	$0.39 $2.34	262K	Tool Fn Vision
33	OpenAI: o3 Deep Researchopenai	71Professional	—	—	—	$10.00 $40.00	200K	Tool Fn Vision
34	Google: Gemini 2.5 Progoogle	71Professional	—	—	—	$1.25 $10.00	1M	Tool Fn Vision
35	Anthropic: Claude Sonnet 4anthropic	70Professional	—	—	—	$3.00 $15.00	1M	Tool Fn Vision
36	Anthropic: Claude 3.7 Sonnet (thinking)anthropic	69Specialist	—	—	—	$3.00 $15.00	200K	Tool Fn Vision
37	xAI: Grok 4 Fastx-ai	69Specialist	—	—	—	$0.20 $0.50	2M	Tool Fn Vision
38	MiniMax: MiniMax M2minimax	68Specialist	—	—	—	$0.26 $1.00	197K	Tool Fn
39	OpenAI: GPT-5.2openai	66Specialist	—	—	—	$1.75 $14.00	400K	Tool Fn Vision
40	Anthropic: Claude 3.7 Sonnetanthropic	65Specialist	—	—	—	$3.00 $15.00	200K	Tool Fn Vision
41	Kwaipilot: KAT-Coder-Pro V1kwaipilot	64Specialist	—	—	—	$0.21 $0.83	256K	Tool Fn
42	xAI: Grok 3 Minix-ai	63Specialist	—	—	—	$0.30 $0.50	131K	Tool Fn
43	OpenAI: o3 Proopenai	62Specialist	—	—	—	$20.00 $80.00	200K	Tool Fn Vision
44	Qwen: Qwen3 235B A22B Instruct 2507qwen	59Specialist	—	—	—	$0.07 $0.10	262K	Tool Fn
45	OpenAI: GPT-4.1openai	59Specialist	—	—	—	$2.00 $8.00	1M	Tool Fn Vision
46	OpenAI: GPT-4.1 Miniopenai	58Specialist	—	—	—	$0.40 $1.60	1M	Tool Fn Vision
47	OpenAI: o1openai	56Specialist	—	—	—	$15.00 $60.00	200K	Tool Fn Vision
48	OpenAI: o3 Mini Highopenai	53Specialist	—	—	—	$1.10 $4.40	200K	Tool Fn
49	OpenAI: o3 Miniopenai	53Specialist	—	—	—	$1.10 $4.40	200K	Tool Fn
50	Google: Gemini 2.5 Pro Preview 05-06google	49Efficient	—	—	—	$1.25 $10.00	1M	Tool Fn Vision
51	OpenAI: GPT-4oopenai	46Efficient	—	—	—	$2.50 $10.00	128K	Tool Fn Vision
52	OpenAI: GPT-4o (2024-08-06)openai	45Efficient	—	—	—	$2.50 $10.00	128K	Tool Fn Vision
53	OpenAI: o1-proopenai	35Efficient	—	—	—	$150.00 $600.00	200K	Vision
54	xAI: Grok 4.20 Multi-Agent Newx-ai	Emerging	—	—	—	$2.00 $6.00	2M	Tool Vision
55	OpenAI: GPT-4o (2024-11-20)openai	Legacy	—	—	—	$2.50 $10.00	128K	Tool Fn Vision
56	Meta: Llama 3.3 70B Instructmeta-llama	Legacy	—	—	—	$0.10 $0.32	131K	Tool Fn

Best models for code generation and debugging.

#	Model	Score	Speed	MMLU	HumanEval	Pricing	Context	Capabilities	Badge
1	Google: Gemini 3.1 Pro Previewgoogle	95Frontier	—	—	—	$2.00 $12.00	1M	Tool Fn Vision	Top Pick
2	Anthropic: Claude Opus 4.6anthropic	94Frontier	—	—	—	$5.00 $25.00	1M	Tool Fn Vision	Best for Coding
3	OpenAI: GPT-5.3-Codexopenai	91Frontier	—	—	—	$1.75 $14.00	400K	Tool Fn Vision	Top Pick
4	OpenAI: GPT-5.4openai	89Frontier	—	—	—	$2.50 $15.00	1.1M	Tool Fn Vision	Top Pick
5	MiniMax: MiniMax M2.7 Newminimax	79Professional	—	—	—	$0.30 $1.20	197K	Tool Fn	Top Pick
6	Kwaipilot: KAT-Coder-Pro V2 Newkwaipilot	77Professional	—	—	—	$0.30 $1.20	256K	Tool Fn	Best for Agents
7	OpenAI: GPT-5.4 Mini Newopenai	72Professional	—	—	—	$0.75 $4.50	400K	Tool Fn Vision	Best for Coding
8	Anthropic: Claude Sonnet 4.6anthropic	86Frontier	—	—	—	$3.00 $15.00	1M	Tool Fn Vision
9	Google: Gemini 3 Flash Previewgoogle	84Professional	—	—	—	$0.50 $3.00	1M	Tool Fn Vision
10	OpenAI: GPT-5.1openai	83Professional	—	—	—	$1.25 $10.00	400K	Tool Fn Vision
11	Anthropic: Claude Opus 4.5anthropic	83Professional	—	—	—	$5.00 $25.00	200K	Tool Fn Vision
12	xAI: Grok 4.20 Newx-ai	82Professional	—	—	—	$2.00 $6.00	2M	Tool Fn Vision
13	xAI: Grok 4.20 Multi-Agent Betax-ai	82Professional	—	—	—	$2.00 $6.00	2M	Tool Vision
14	OpenAI: GPT-5.2-Codexopenai	81Professional	—	—	—	$1.75 $14.00	400K	Tool Fn Vision
15	Xiaomi: MiMo-V2-Pro Newxiaomi	81Professional	—	—	—	$1.00 $3.00	1M	Tool Fn
16	Google: Nano Banana Pro (Gemini 3 Pro Image Preview)google	80Professional	—	—	—	$2.00 $12.00	66K	Vision
17	OpenAI: GPT-5 Codexopenai	79Professional	—	—	—	$1.25 $10.00	400K	Tool Fn Vision
18	Z.ai: GLM 5z-ai	77Professional	—	—	—	$0.72 $2.30	80K	Tool Fn
19	Google: Gemini 3 Pro Previewgoogle	77Professional	—	—	—	$2.00 $12.00	1M	Tool Fn Vision
20	Google: Gemini 2.5 Pro Preview 06-05google	77Professional	—	—	—	$1.25 $10.00	1M	Tool Fn Vision
21	Google: Gemma 4 31B Newgoogle	76Professional	—	—	—	$0.13 $0.38	262K	Tool Fn Vision
22	OpenAI: GPT-5.1-Codexopenai	76Professional	—	—	—	$1.25 $10.00	400K	Tool Fn Vision
23	Anthropic: Claude Opus 4anthropic	74Professional	—	—	—	$15.00 $75.00	200K	Tool Fn Vision
24	OpenAI: o3openai	74Professional	—	—	—	$2.00 $8.00	200K	Tool Fn Vision
25	OpenAI: GPT-5.1-Codex-Miniopenai	74Professional	—	—	—	$0.25 $2.00	400K	Tool Fn Vision
26	OpenAI: GPT-5.4 Nano Newopenai	74Professional	—	—	—	$0.20 $1.25	400K	Tool Fn Vision
27	Z.ai: GLM 4.7z-ai	74Professional	—	—	—	$0.39 $1.75	203K	Tool Fn
28	xAI: Grok 4x-ai	73Professional	—	—	—	$3.00 $15.00	256K	Tool Fn Vision
29	Qwen: Qwen3.5 397B A17Bqwen	72Professional	—	—	—	$0.39 $2.34	262K	Tool Fn Vision
30	Google: Gemini 2.5 Progoogle	71Professional	—	—	—	$1.25 $10.00	1M	Tool Fn Vision
31	MoonshotAI: Kimi K2 Thinkingmoonshotai	70Professional	—	—	—	$0.60 $2.50	262K	Tool Fn
32	Anthropic: Claude 3.7 Sonnet (thinking)anthropic	69Specialist	—	—	—	$3.00 $15.00	200K	Tool Fn Vision
33	NVIDIA: Nemotron 3 Supernvidia	66Specialist	—	—	—	$0.10 $0.50	262K	Tool Fn
34	OpenAI: gpt-oss-120bopenai	66Specialist	—	—	—	$0.04 $0.19	131K	Tool Fn
35	DeepSeek: DeepSeek V3.2deepseek	66Specialist	—	—	—	$0.26 $0.38	164K	Tool Fn
36	OpenAI: GPT-5.2openai	66Specialist	—	—	—	$1.75 $14.00	400K	Tool Fn Vision
37	Anthropic: Claude 3.7 Sonnetanthropic	65Specialist	—	—	—	$3.00 $15.00	200K	Tool Fn Vision
38	DeepSeek: DeepSeek V3.1 Terminusdeepseek	64Specialist	—	—	—	$0.21 $0.79	164K	Tool Fn
39	DeepSeek: DeepSeek V3.2 Specialedeepseek	63Specialist	—	—	—	$0.40 $1.20	164K	—
40	Inception: Mercury 2inception	62Specialist	—	—	—	$0.25 $0.75	128K	Tool Fn
41	Anthropic: Claude 3.5 Sonnetanthropic	62Specialist	—	—	—	$6.00 $30.00	200K	Tool Fn Vision
42	TNG: DeepSeek R1T2 Chimeratngtech	59Specialist	—	—	—	$0.30 $1.10	164K	Tool Fn
43	OpenAI: GPT-4.1openai	59Specialist	—	—	—	$2.00 $8.00	1M	Tool Fn Vision
44	Nex AGI: DeepSeek V3.1 Nex N1nex-agi	58Specialist	—	—	—	$0.14 $0.50	131K	Tool Fn
45	OpenAI: GPT-4.1 Miniopenai	58Specialist	—	—	—	$0.40 $1.60	1M	Tool Fn Vision
46	DeepSeek: DeepSeek V3.1deepseek	57Specialist	—	—	—	$0.15 $0.75	33K	Tool Fn
47	DeepSeek: DeepSeek V3.2 Expdeepseek	57Specialist	—	—	—	$0.27 $0.41	164K	Tool Fn
48	Z.ai: GLM 4.5z-ai	57Specialist	—	—	—	$0.60 $2.20	131K	Tool Fn
49	MoonshotAI: Kimi K2 0711moonshotai	54Specialist	—	—	—	$0.57 $2.30	131K	Tool Fn
50	DeepSeek: DeepSeek V3 0324deepseek	54Specialist	—	—	—	$0.20 $0.77	164K	Tool Fn
51	Z.ai: GLM 4.5 Airz-ai	54Specialist	—	—	—	$0.13 $0.85	131K	Tool Fn
52	DeepSeek: R1deepseek	53Specialist	—	—	—	$0.70 $2.50	64K	Tool Fn
53	Mistral: Devstral 2 2512mistralai	50Specialist	—	—	—	$0.40 $2.00	262K	Tool Fn
54	Google: Gemini 2.5 Pro Preview 05-06google	49Efficient	—	—	—	$1.25 $10.00	1M	Tool Fn Vision
55	Qwen: Qwen3 Coder 30B A3B Instructqwen	47Efficient	—	—	—	$0.07 $0.27	160K	Tool Fn
56	Qwen: Qwen3 235B A22Bqwen	46Efficient	—	—	—	$0.46 $1.82	131K	Tool Fn
57	DeepSeek: DeepSeek V3deepseek	44Efficient	—	—	—	$0.32 $0.89	164K	Tool Fn
58	Qwen: Qwen3 32Bqwen	43Efficient	—	—	—	$0.08 $0.24	41K	Tool Fn
59	Mistral: Devstral Mediummistralai	42Efficient	—	—	—	$0.40 $2.00	131K	Tool Fn
60	Qwen: Qwen3 30B A3Bqwen	41Efficient	—	—	—	$0.08 $0.28	41K	Tool Fn
61	Mistral: Devstral Small 1.1mistralai	41Efficient	—	—	—	$0.10 $0.30	131K	Tool Fn
62	Qwen: QwQ 32Bqwen	38Efficient	—	—	—	$0.15 $0.58	131K	Tool Fn
63	Deep Cogito: Cogito v2.1 671Bdeepcogito	36Efficient	—	—	—	$1.25 $1.25	128K	—
64	xAI: Grok 4.20 Multi-Agent Newx-ai	Emerging	—	—	—	$2.00 $6.00	2M	Tool Vision
65	xAI: Grok 4.20 Betax-ai	Emerging	—	—	—	$2.00 $6.00	2M	Tool Fn Vision
66	Qwen2.5 Coder 32B Instructqwen	33Efficient	—	—	—	$0.66 $1.00	33K	—
67	OpenAI: o4 Mini Highopenai	Legacy	—	—	—	$1.10 $4.40	200K	Tool Fn Vision
68	Qwen: Qwen3 Coder Plusqwen	Legacy	—	—	—	$0.65 $3.25	1M	Tool Fn
69	xAI: Grok 3 Mini Betax-ai	Legacy	—	—	—	$0.30 $0.50	131K	Tool Fn
70	Qwen: Qwen3 Coder 480B A35Bqwen	Legacy	—	—	—	$0.22 $1.00	262K	Tool Fn
71	Mistral: Codestral 2508mistralai	Legacy	—	—	—	$0.30 $0.90	256K	Tool Fn
72	Qwen: Qwen3 Coder 480B A35B (exacto)qwen	Legacy	—	—	—	$0.22 $1.80	262K	Tool Fn
73	Inception: Mercury Coderinception	Legacy	—	—	—	$0.25 $0.75	128K	Tool Fn
74	xAI: Grok 3 Betax-ai	Legacy	—	—	—	$3.00 $15.00	131K	Tool Fn
75	Arcee AI: Coder Largearcee-ai	Legacy	—	—	—	$0.50 $0.80	33K	—
76	Qwen: Qwen3 Coder 480B A35B (free)qwen	Legacy	—	—	—	$0.00 $0.00	262K	Tool Fn

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AI Model Price Calculator

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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.