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Lab51 — AI Agents for Marketing & Business | Enterprise AI Solutions
AI Agents for Enterprise

AI agents that actually work

Everyone can make AI agents. We start by understanding your business model, customer touchpoints, tools, and technologies — because successful agents are integrated seamlessly in business processes. We listen actively, analyze, then architect and develop.

8 wk
Avg. deployment
5+
Channels
24/7
Availability
Lab51 AI Agent platform — intelligent conversational AI for enterprise marketing, sales automation, and customer engagement

Business first.
Technology second.

We start by mapping your business model, customer touchpoints, existing tools, and internal workflows. AI agents only deliver ROI when they're woven seamlessly into your business processes.

01 Listen
02 Analyze
03 Architect
04 Develop

What We Build

AI agents that know your business inside out

From data ingestion to live deployment — AI implementation, chatbot development, and marketing automation built on deep understanding of your business.

Knowledge Base & Comparison Engine

We build structured knowledge bases from your website, product data, PDFs, and ERP systems. Your AI agent delivers accurate, data-backed answers and persuasive competitive comparisons. Powered by advanced RAG architecture and LLM integration for enterprise-grade AI solutions.

RAG ArchitectureVector SearchETL PipelineCompetitor IntelLLM Integration

Multi-Platform Deployment

Deploy your AI agent everywhere your customers are — Website, WhatsApp Business, Facebook Messenger, TikTok, and Xiaohongshu. Model Context Protocol ensures consistent AI automation across every touchpoint, enabling scalable customer acquisition and inbound marketing at any hour.

MCP ProtocolWhatsApp APIMeta Graph APITikTok DMOmnichannel

AI Strategy & Consulting

We map your data landscape, identify automation opportunities, and design an AI strategy tailored to your industry. We guide every step of your AI transformation, from knowledge auditing to stakeholder validation. Full AI consulting for B2B sales, sales strategy, data driven marketing, and pipeline management.

AI ConsultingAI StrategyData AuditingAI TransformationGlobal

How We Work

A proven process from data to deployed agent

Every AI implementation follows our structured methodology — purpose-built for AI agent delivery with clear milestones and validation at every stage.

01

Business Analysis & Source Mapping

We begin by understanding your business model, customer touchpoints, and existing tools. Then we crawl your website, ingest product data, FAQs, and technical specs. We identify top competitors for deep-dive comparison and map external data sources — delivering complete AI-powered digitization of your intelligence landscape.

Weeks 1–3
02

Pipeline Construction & Extraction

Automated scrapers convert your data into normalized, structured formats. NLP-powered entity extraction tags strengths and weaknesses across every product in your competitive landscape. Our AI workflow automation ensures data flows seamlessly from source to knowledge base.

Weeks 4–5
03

RAG Architecture & LLM Integration

We deploy a high-performance vector database with hybrid search (keyword + semantic) and build curated comparison matrices. Your agent pulls from pre-verified data. Advanced LLM integration powers accurate generative AI responses for account based marketing, customer acquisition, and B2B sales use cases.

Week 6
04

Validation, QA & Launch

We define a benchmark dataset of must-get-right questions for your team to approve. Rigorous pre-launch testing ensures brand loyalty, accuracy, and resilience against edge cases. Full compliance validation for enterprise and regulated market deployments.

Weeks 7–8

Omnichannel Reach

One brain, every channel

Your AI agent speaks with a single voice across all platforms. Model Context Protocol ensures consistent knowledge and marketing automation everywhere your customers interact — powering inbound marketing and customer acquisition around the clock.

Website

Custom Web Component / JS Embed
1–2 wk

Facebook Messenger

Meta Graph API
1–2 wk

WhatsApp Business

Meta Cloud API
2–3 wk

TikTok

TikTok for Business API (DM)
3–4 wk

Xiaohongshu

MCP Connector / API Gateway
4–6 wk
Architecture Overview

Lab51 AI Core

Knowledge Base · Comparison Engine · Brand Rules

🌐
Web
💬
Meta
📱
WA
🎵
TikTok
📕
XHS

Why Lab51

Built different, by design

We're not a generic chatbot vendor. We understand your business model before writing a single line of code. That's the difference between an AI agent that works and one that transforms your sales strategy.

01

Business-First Approach

Everyone can make AI agents. We start by understanding your business model, customer touchpoints, tools, and technologies. Successful AI implementation means agents integrated seamlessly in your business processes — not bolted on. We listen actively, analyze, then architect and develop.

02

Enterprise-Grade RAG & LLM Integration

Hybrid search combining keyword and semantic retrieval ensures your agent finds exact item numbers, specific specs, and nuanced product differences. Our generative AI solutions use curated comparison matrices and pre-verified data — powering reliable chatbot development for enterprise.

03

True Omnichannel via MCP

Model Context Protocol means one source of truth across all platforms. Update your knowledge base once, and every channel. Consistent AI automation for inbound marketing, account based marketing, and customer acquisition across Website, WhatsApp, TikTok, and beyond.

04

Global Reach, Local Expertise

Deep understanding of European and global markets. Full GDPR and data protection compliance. We serve as your AI agency partner — delivering enterprise AI solutions for B2B sales, pipeline management, data driven marketing, and marketing automation worldwide.

Common Questions

Frequently asked

What are AI agents and how do they differ from chatbots?

AI agents leverage LLMs, RAG architecture, and structured knowledge bases to handle complex, contextual conversations. Unlike rule-based chatbots, they pull from verified data to deliver accurate, nuanced responses.

How long does AI implementation take?

Typical deployments range from 8 to 20 weeks. The core knowledge base takes approximately 8 weeks; platform integrations add 1–6 weeks depending on complexity.

Which platforms support AI agent deployment?

Website, WhatsApp Business, Facebook Messenger, TikTok, and Xiaohongshu. All channels share a unified knowledge base via Model Context Protocol.

How do you ensure AI accuracy and brand safety?

Through curated comparison matrices, pre-verified answers, response blacklists, and benchmark testing approved by your team. Hybrid search retrieves exact data rather than generating assumptions.

What makes Lab51 different from other AI agencies?

Business-first methodology. We map your workflows, touchpoints, and tools before writing code — ensuring agents integrate seamlessly rather than bolted on.

Can AI agents handle competitive intelligence?

Yes. We map competitor data from public sources, build structured comparison tables, and enable your agent to deliver data-backed differentiators on demand.

Ready to Start?

Let's build your AI advantage

Tell us about your business and we'll design an AI strategy tailored to your market, data, and customer touchpoints. AI consulting that starts with understanding.

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