AI-powered solutions for modern businesses

Helping startups launch faster, automate operations, and become visible in AI search

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Why F-47

GTM Launch in 2–4 Weeks

Set up a complete go-to-market stack from positioning to automated lead generation

AI Agents for Your Processes

Deploy AI agents for sales, support, onboarding, and internal operations

Visibility in ChatGPT & Perplexity

GEO/AEO optimization brings your startup to AI search results where your customers already look

Productized AI Solutions

Two flagship packages plus entry-level audit for quick AI automation

Gateway Audit

from $500

Analyze your processes, identify high-ROI automation points, and get a prioritized implementation roadmap.

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AI SDR Agent

launch in 2–3 weeks

Outbound sales agent with lead research, personalized multi-channel outreach, and automated meeting booking.

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AI Support Agent

launch in 2–4 weeks

Handles 60–80% of routine support inquiries automatically, escalates edge cases to your team.

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Technology Stack

n8n

Orchestration

Visual workflow automation with full data sovereignty — self-hosted, no vendor lock-in

LiteLLM

LLM Gateway

Unified API for GPT-4, Claude, Gemini with automatic fallback and cost tracking

PostgreSQL

Memory & Storage

Persistent agent memory, conversation history, and structured data for RAG pipelines

Qdrant

Vector Database

High-performance vector search for semantic retrieval and RAG applications

Redis

Cache & Queues

Session storage, rate limiting, and async job queues for real-time agent workflows

Cloudflare

CDN & Security

Global edge network, WAF, DDoS protection, and Zero Trust access

Frequently Asked Questions

What is GEO/AEO optimization?

GEO (Generative Engine Optimization) and AEO (Answer Engine Optimization) are the process of optimizing your brand’s presence in AI-powered search results from tools like ChatGPT, Perplexity, and Google AI Overviews.

This includes:

Content strategy aligned with how AI models retrieve and cite information
Technical SEO for machine-readable structured data
Building topical authority in your niche

How long does implementation take?

Most implementations follow this timeline:

Gateway Audit: 3–5 business days
AI SDR Agent: 2–3 weeks from kickoff to first outreach
AI Support Agent: 2–4 weeks including knowledge base setup

Complex integrations with existing CRM/ERP systems may add 1–2 weeks.

Do I need a technical team to use your solutions?

No. Our solutions are designed for non-technical founders. We handle all the setup, configuration, and integration. You receive a fully working system with documentation and a handoff call.

For ongoing maintenance, basic operations require no coding knowledge.

What LLM providers do you work with?

We are model-agnostic. Our standard stack supports:

OpenAI (GPT-4o, GPT-4 Turbo)
Anthropic (Claude 3.5 Sonnet, Claude 3 Opus)
Google (Gemini Pro, Gemini Ultra)
Open-source models via Ollama (Llama 3, Mistral)

We use LiteLLM as a gateway so you can switch providers without rewriting your workflows.

What is your pricing model?

We offer two engagement models:

Project-based: Fixed scope, fixed price. Best for defined implementations.
Retainer: Monthly engagement for ongoing development, optimization, and support.

All projects start with a Gateway Audit (from $500) to define scope before committing to a larger engagement.