# Guest Engine — Full Documentation > The only guest platform where you leave with content, not just a calendar invite. Guest Engine is a two-sided guest placement and production platform. It connects guests seeking live show appearances with hosts who need quality guests — then produces the entire experience end-to-end. Unlike matchmaking platforms (PodMatch, Matchmaker.fm), Guest Engine includes full production: clips, social posts, transcripts, SEO profiles, and highlight reels. Created by Keith Bilous, founder of the MITL morning format and the ConversationOS production system. AI-powered matching. Human-led production. --- ## Platform Architecture Guest Engine is a product of ConversationOS — a modular show management platform with the following engines: | Engine | Function | |--------|----------| | Build Engine | Episode creation, show blueprints, rundowns | | Conversation Engine | Live show management, teleprompter, real-time tools | | Distribution Engine | Multi-platform publishing, scheduling, analytics | | Clip Engine | Automated clip generation, social optimization | | Narrative Engine | Transcript processing, content repurposing | | Character Engine | AI character management, personality systems | | Guest Engine | Guest booking, onboarding, production, off-boarding | --- ## Guest Experience (End-to-End) ### Step 1: Sign Up Guest creates a profile at ge.conversationos.live. Profile includes bio, expertise, topics, links, and optional video pitch. ### Step 2: Get Matched AI scores compatibility between guest profile and available shows. Factors: topic alignment, audience fit, conversation chemistry prediction, expertise level. ### Step 3: Pre-Show Prep Sophia (AI producer) handles: - Topic angle development - Talking points and conversation starters - Green room briefing - Technical check and format overview - Guest prep packet delivery ### Step 4: Go Live Guest appears on a show in the MITL Live Network. Format options include: - Center Stage (featured interview) - Deep Dive (long-form exploration) - Community Corner (community conversation) - Guest can participate remotely or in-studio ### Step 5: Post-Production Within 48 hours, guest receives: 1. Full recorded appearance (video + audio) 2. 5 short-form video clips optimized for social platforms 3. 10 pre-written social media posts (LinkedIn, X, Instagram) 4. Complete searchable transcript 5. Permanent SEO profile page on guestengine.live 6. High-authority backlinks to guest's website 7. Polished highlight reel for media kit / speaking page ### Step 6: Profile Lives Forever Guest profile is permanently indexed by: - Google Search (traditional SEO) - AI search engines: Perplexity, ChatGPT, Gemini (Generative Engine Optimization) - Profile compounds in value over time as appearances accumulate --- ## Industry-Specific Verticals Guest Engine serves these professional verticals with tailored messaging, deliverables, and positioning: ### Authors & Speakers — https://guestengine.live/authors/ - Book launch clips optimized for social media - Speaker reel for keynote and conference applications - SEO profile ranking for author name + book title - Transcript repurposable into newsletter issues and articles - Audience: authors, speakers, thought leaders, writers, non-fiction authors, keynote speakers ### Coaches & Mentors — https://guestengine.live/coaches/ - Expertise clips demonstrating coaching methodology - Credibility reel for client acquisition and speaking pages - SEO profile ranking for coaching specialization - Social content positioning coach as authority - Audience: life coaches, fitness coaches, executive coaches, mentors, wellness coaches, health coaches ### Startup Founders — https://guestengine.live/founders/ - Pitch-ready clips for investor decks and media kits - Founder story content for LinkedIn and X - SEO profile ranking for founder name + company - Highlight reel showcasing vision and traction - Audience: startup founders, entrepreneurs, CEOs, co-founders, tech founders ### Real Estate Professionals — https://guestengine.live/realestate/ - Market authority clips for listing presentations - Client-facing content for trust building - SEO profile ranking for agent name + market - Local market expertise showcase reel - Audience: real estate agents, brokers, property managers, realtors, investors ### Podcast Hosts — https://guestengine.live/podcasters/ - Cross-promotion clips driving audience to your show - Behind-the-scenes content for your social channels - SEO profile with show links and episode archive - Access to MITL production stack for your own show - Audience: podcast hosts, show hosts, content creators, media hosts, livestream hosts ### Consultants & Fractional Executives — https://guestengine.live/consultants/ - Thought leadership clips for LinkedIn and client pitches - Case study content and methodology breakdowns - SEO profile ranking for consulting specialization - Authority reel for RFP submissions and speaking - Audience: consultants, fractional executives, fractional CMOs, fractional CTOs, B2B consultants --- ## Host Experience ### Listing Your Show Hosts create a show profile with: - Show description, format, and audience - Guest criteria (topics, expertise level, audience size) - Scheduling availability - Content preferences ### Guest Pipeline - AI-scored candidates appear in host's pipeline - Kanban workflow: New → Reviewing → Shortlisted → Accepted → Scheduled → Appeared - Accept/reject with one click - No cold DMs or pitch spam ### Production Tools (via ConversationOS) - Sophia handles all booking logistics - Automated prep packet generation - Post-show clip generation via Clip Engine - Distribution via Distribution Engine - Transcript processing via Narrative Engine ### Revenue Model for Hosts - Guests pay $297 per appearance - Hosts receive revenue share on bookings - Premium host tools available through ConversationOS subscription --- ## Pricing | Tier | Who | Price | Includes | |------|-----|-------|----------| | Guest Free Profile | Guest | $0 | Listed in directory, discoverable | | Guest Appearance | Guest | $297 (one-time) | Full appearance + 7-deliverable content package | | Host Listing | Host | Free | List show, receive guest applications | | Host Pro | Host | Contact for pricing | AI matching, Sophia booking, production stack | | ConversationOS | Host | Contact for pricing | Full show production platform | --- ## The MITL Live Network Guest Engine is the front door to the Mornings in the Lab Live Network: - 1,000+ episodes produced - 700+ consecutive mornings broadcasting - 3 years of daily LIVE content - Flagship: Mornings in the Lab with Keith & Jon - Multiple show formats across the network - Live, unscripted, authentic conversations --- ## MITL Network — Family of Sites | Site | URL | Description | |------|-----|-------------| | Guest Engine (brand) | https://guestengine.live | Guest placement brand page | | Guest Engine (app) | https://ge.conversationos.live | Guest booking and profiles app | | ConversationOS | https://conversationos.live | Show production platform | | ConversationOS App | https://app.conversationos.live | Platform application | | MITL Studio | https://mitl.studio | Network headquarters | | MITL Production | https://production.mitl.studio | Production services | | Mornings in the Lab | https://mornings.live | Daily live morning show | | Keith Bilous | https://keithbilous.com | Founder personal site | --- ## Technical Integration Guest Engine is built on the ConversationOS platform and integrates with: - ConversationOS MCP Server (42+ tools) - Pipedrive (guest pipeline CRM) - Notion (guest curation database) - Apollo.io (guest enrichment) - LinkedIn Sales Navigator (guest discovery) - YouTube Data API (audience analytics) - Calendly (scheduling) - Google Workspace (communications) --- ## Contact & Booking - Book an appearance: https://ge.conversationos.live - AI Producer: Sophia (accessible through the platform) - Network inquiries: https://mitl.studio - Show: https://mornings.live - Platform inquiries: https://conversationos.live - Founder: Keith Bilous — https://keithbilous.com