EXP_01
Liveaeo.metautomatic
AEO Citation Tracker
Monitoring system that tracks brand mentions across ChatGPT, Perplexity, Gemini, and Claude. Open for early access.
Try It →AI Innovation Lab · Est. 2026Where
Where
Metadata Meets
Auto/mation.
We are an AI innovation lab and agency building agents, AEO systems, and agentic infrastructure at the intersection of data, metadata, and emerging AI standards.
↑ $169B AI automation market in 2026·527% YoY growth in AI-referred traffic·14.2% conversion from AI citations vs 2.8% organic·40% of enterprise apps embedding AI agents by end of 2026·97M+ monthly MCP SDK downloads·1,445% surge in multi-agent inquiries (Gartner)·↑ $169B AI automation market in 2026·527% YoY growth in AI-referred traffic·14.2% conversion from AI citations vs 2.8% organic·40% of enterprise apps embedding AI agents by end of 2026·97M+ monthly MCP SDK downloads·1,445% surge in multi-agent inquiries (Gartner)·
The Challenge
Every business hits the same three walls.
The problems look different on the surface. The root cause is always the same — systems that weren't built for the speed or complexity of today.
01
Manual workflows that don't scale
Repetitive tasks eat team capacity, generate errors, and create bottlenecks that headcount alone can't fix. Your team is doing work a well-configured agent could handle in seconds.
02
Data that sits unused
Insights are buried in disconnected systems — CRMs, spreadsheets, databases no one queries. The intelligence is there. The infrastructure to act on it isn't.
03
Scaling means hiring
The only lever for growth has been headcount. More customers means more staff. More staff means more cost, more management, more risk. AI agents break that equation.
The Shift
The web is being re-indexed. By AI.
A measurable change in how attention, traffic, and citations move across the internet — and what wins now is structurally different from what won three years ago.
The Old Web
- 58.5% of Google searches end without a click.
- 93% of AI Mode sessions never reach a website.
- Rankings are becoming invisible.
- Chatbots answer questions. Nobody scrolls down.
SHIFT→2026
The Agentic Web
- AI engines handle 2B+ queries daily and cite sources.
- 14.2% conversion from AI-cited traffic vs 2.8% organic.
- MCP and A2A protocols connect every tool and agent.
- The brands cited in AI answers own the conversation.
We build for the web that's here — not the one that was.
The Lab
All Lab Projects →What We're Building
Active experiments in AI agents, agentic protocols, AEO systems, and automation infrastructure. Each one is open. Each one earns signal.
EXP_02
Betamcp.metautomatic
MCP Server Templates
Reusable Model Context Protocol server patterns for common business tools. Open source. Deploy in under an hour.
View on GitHub →EXP_03
Researcha2a.metautomatic
A2A Protocol Field Notes
Live documentation of our work implementing Google's Agent-to-Agent protocol. What works, what doesn't, what's missing.
Read the Notes →EXP_04
Researchmemory.metautomatic
Agent Memory Layer
Exploring what persistent, cross-session agent memory looks like before the W3C standard arrives. Early experiments published here.
Follow the Experiment →EXP_05
Livevibe.metautomatic
Vibe Build Factory
Describe a product. We build it — WordPress plugin, Shopify app, affiliate site, niche tool — using AI-accelerated development.
See What We've Built →EXP_06
Live — you're in itthis-site
Site as Signal
Every page, URL, schema block, and content structure on this site is engineered for maximum AEO and SEO capture. Documented publicly.
Read the Methodology →The Work
What We Build for Clients
Agency services grounded in real lab experience. Every service we offer is something we've already built for ourselves.
01
Answer Engine Optimization
We get your brand cited inside ChatGPT, Perplexity, and Gemini answers. AI search traffic converts at 14.2%. Your brand needs to be the answer.
Service brief →
02
AI Agent Development
Custom AI agents for sales, customer support, and workflow automation. 49% of executives with AI in production use it for customer service. We build agents that run while your team sleeps.
Service brief →
03
MCP Server Development
We make your business tools, data, and APIs accessible to any AI agent. 97M+ monthly MCP SDK downloads. Businesses without MCP servers will be invisible to AI.
Service brief →
04
Strategy & Consultancy
You don't know where to start. We've mapped it. AI readiness audit, agentic architecture, team enablement. One session to a full engagement — your call.
Service brief →
How We Work
From first conversation to live in production.
No six-month discovery sprints. No bloated retainers. We move fast, build in the open, and hand you something that runs.
01
Discovery & Design
We map your workflows, identify automation opportunities, and design the agent or system architecture that fits your business. 1–2 weeks
02
Build & Test
We build iteratively with regular demos. Every agent is tested against real data before it touches production. You see progress weekly. 2–6 weeks
03
Deploy & Optimise
We deploy, monitor performance, and tune based on real-world results. Handover includes documentation and team training. Ongoing
Industries
Which vertical are you in?
Same lab. Same methodology. Industry-specific context.
Real Estate
Leads vanish if you don't respond inside 5 minutes — 78% go to whoever replies first.
3× faster lead response · zero leads lost to timing.
Legal
Contract review, intake, and conflict checks at a fraction of the time.
10× more contracts reviewed per week · no added staff.
Healthcare
HIPAA-aware intake, scheduling, and follow-up agents.
64% of health leaders expect AI to reduce costs (Deloitte).
B2B SaaS
Onboarding agents that lift activation.
Lower onboarding drop-off · earlier churn signals.
eCommerce
Voice and chat agents handle returns, sizing, and reorders.
73% of inbound calls resolved automatically (Ringly).
Finance
Reconciliation, reporting, and compliance agents with explainable trails.
85% of financial institutions already using AI in production.
Built With
Platform-agnostic. Best tool for the job.
We don't lock you into a vendor. We pick the right stack for your use case and build it to last.
AI & Models
OpenAIAnthropicGoogle GeminiLangChainLangGraphLlamaIndex
Protocols
MCP SDKA2ARESTGraphQLOAuth 2.0WebSockets
Automation
n8nMakeZapierTemporalCustom pipelines
Infrastructure
AWSCloudflareVercelDockerGitHub Actions
Data
PostgreSQLMongoDBPineconeSnowflakeRedis
Integration
SalesforceHubSpotSlackNotionCustom APIs
The Signal
The data behind the strategy.
Every decision we make is grounded in what the market is actually doing — not what people predicted three years ago.
SIG_01$169BGlobal AI automation market in 2026— Grand View Research
SIG_0246%Annual CAGR of agentic AI market— Industry composite, 2026
SIG_0314.2%Conversion rate from AI-cited traffic (vs 2.8% organic)— AEO Engine, 2026
SIG_04527%YoY growth in AI-referred website sessions— Google Cloud / Composite
SIG_0540%Enterprise apps embedding AI agents by end of 2026— Gartner
SIG_061,445%Surge in multi-agent system inquiries, Q1–Q2 2025— Gartner
Sources: Gartner · Grand View Research · Google Cloud · AEO Engine (2026)
Frequently AskedSee all 25 questions →
The questions everyone asks first.
Q.01What is an AI agent?
An AI agent perceives its environment, makes decisions, and takes action across multiple tools — without step-by-step human instructions. It's not a chatbot. It's an autonomous system that runs workflows end to end.
Q.02What is Answer Engine Optimization?
AEO is the practice of structuring your brand's content so AI engines like ChatGPT, Perplexity, and Gemini cite you when users ask questions. AI-referred traffic converts at 5× the rate of Google organic. It is the most important channel shift happening in 2026.
Q.03Does my business need an MCP server?
If you want AI agents — yours or anyone else's — to access your data, use your tools, or act on your behalf: yes. MCP is the protocol that makes this possible. 97M monthly SDK downloads. It's not optional.