AI Agents for Marketplaces
AI That Understands Your Marketplace
Booking.com uses AI concierges that drive 34% more bookings. We build the same for your marketplace—support agents, lead qualifiers, and recommendation engines trained on your data, policies, and user flows.
AI Agents
Support Agent
Resolving 847 tickets
My booking was cancelled but I was still charged
94%
resolved
< 30s
avg Time
50+
languages
Ticket Reduction
Average across clients
Availability
No more missed inquiries
Response Time
vs 4+ hours average
Languages
Instant translation
Built with Enterprise-Grade AI Infrastructure
USE CASES
AI Agents We Build for Marketplaces
Generic chatbots don't understand your platform. We build AI agents trained on marketplace-specific scenarios.
Customer Support Automation
We build AI that handles FAQs, booking inquiries, and common issues automatically. Your AI learns from your knowledge base and gets smarter over time.
Example: "How do I reset my password?" → Instant step-by-step guide
Lead Qualification & Routing
We design AI that qualifies leads in real-time, asks the right questions, and routes to your sales team only when they're ready to convert.
Example: "I need a vendor for 500 guests" → Qualified, routed to enterprise sales
Listing & Provider Support
We create AI assistants that help providers create better listings, answer onboarding questions, and guide them through your platform.
Example: "How do I add photos?" → Interactive guide with best practices
Multilingual Support
We implement AI agents that serve global users in their language—handling 50+ languages with natural conversation flow.
Example: German user → German response → English ticket for your team
AI Data Ingestion & Supply Onboarding
We build AI that reads whatever suppliers already have — PDFs, old websites, spreadsheets, even verbal descriptions — and turns it into structured marketplace listings automatically.
Example: "Here's my old website" → AI extracts services, pricing, photos → Complete listing in 2 minutes
AI Vetting & Screening
We design AI-driven conversational assessments that replace static signup forms. Dynamic 5-7 minute interviews that adapt based on responses, plus auto-generated skill exercises.
Example: Applicant joins → AI assesses skills via conversation → Custom exercise generated → Score assigned → Auto-approved or flagged
AI Quality Control Layer
We build automated QC between supplier submissions and human review. AI checks work against your quality rubric, gives instant feedback to suppliers, and escalates only when needed.
Example: Deliverable submitted → AI checks against guidelines → Feedback sent → Passes QC or escalated to reviewer
Supply-Side NPS & Performance
We implement AI-powered vendor scoring that measures satisfaction at every funnel stage, predicts supplier happiness, and automates performance actions like bonuses, alerts, and replacements.
Example: Expert completes project → NPS measured → High score triggers referral invite → Referral auto-vetted → Supply grows organically
AGENTS THAT TAKE MARKETPLACE ACTIONS
AI agents should understand permissions before they touch your platform
Marketplace agents are not generic support bots. We build safe action systems that can search listings, qualify leads, support providers, and help operations without bypassing approvals, audit trails, or tenant boundaries.
Marketplace MCP Server
A secure connector that lets Claude, ChatGPT, internal tools, or future agent surfaces search and act on approved marketplace data.
Buyer Concierge Agent
An agent that helps buyers describe intent, compare options, check availability, and move into a quote, booking, or checkout path.
Provider Onboarding Agent
An agent that turns supplier websites, PDFs, spreadsheets, and rough descriptions into structured listing data your team can approve.
Internal Ops Agent
A private operational agent that summarizes platform health, stale listings, supply gaps, support patterns, and weekly risks.
SAFE AGENT DESIGN
From signal to integration scope
Define allowed actions
We separate read-only search, support, and reporting actions from risky changes that need human approval.
Connect platform context
We expose listings, bookings, provider data, policies, and support history through secure tools instead of brittle prompt-only workflows.
Monitor and improve
We add logs, handoff rules, failure paths, and evaluation loops so the agent can improve without quietly damaging trust.
We design agent actions with scoped access, deterministic validation, rate limits, and human review for sends, payments, refunds, deletion, or any high-risk marketplace mutation.
EXAMPLES
Real-World AI Agents We Can Build
From shopping assistants like Amazon's Rufus to fraud detection systems—we build AI that solves real marketplace problems.
Shopping Assistant
Like Amazon's Rufus or Mercari's Merchat AI—we build intelligent shopping assistants that understand natural language product searches and guide users to exactly what they need.
Booking Concierge
We create AI concierges for service marketplaces that handle availability checks, quote requests, and booking confirmations—reducing booking friction by 60%.
Order Tracking Agent
We build post-purchase AI agents that proactively update customers on order status, handle delivery issues, and process returns—reducing support tickets by 70%.
Fraud Detection Agent
We implement AI that monitors transactions in real-time, flags suspicious activity, and protects both buyers and sellers on your marketplace.
Search & Discovery Agent
We create conversational search experiences that understand intent, not just keywords—helping users find exactly what they're looking for through natural dialogue.
Onboarding Assistant
We build AI that guides new users and providers through your platform—answering questions, explaining features, and ensuring successful first experiences.
Supply Ingestion Agent
We build AI that reads unstructured supplier data — old websites, PDFs, spreadsheets — and auto-populates marketplace listings. No more 10-field forms killing your onboarding.
Vetting & Screening Agent
We create AI interviewers that dynamically assess supplier quality through conversation and auto-generated skill exercises — replacing static forms with intelligent qualification.
Authenticity & Anti-Slop Agent
We build trust infrastructure that verifies content authenticity — proof-of-transaction reviews, location verification, and content provenance tracking to combat AI-generated noise.
PROVEN AT SCALE
Industry Leaders Are Already Using AI
The world's largest marketplaces are seeing transformational results from AI agents. We build the same capabilities for platforms your size.
Amazon Rufus
$10B
Projected Annual Sales
AI shopping assistant that understands natural language and drives purchase completion.
250M+
Users
+60%
Conversion Lift
+210%
Interactions Growth
Booking.com
10 weeks
From Hackathon to Launch
AI Trip Planner that guides travelers through the entire booking journey.
250K
Daily Exchanges
+40%
Connected Trips
+70%
Satisfaction Boost
Klarna
2/3
Customer Chats Handled
AI assistant handling customer service across 23 markets in 35 languages.
<2 min
Resolution Time
-25%
Repeat Queries
$40M
Annual Savings
Mercari
500%
Projected ROI
Japan's largest marketplace using AI for listing creation and customer support.
-20%
Workload Reduction
AI-Powered
Listing Assistance
Japan #1
Market
Booking.com launched their AI Trip Planner in 10 weeks. We build with the same velocity.
HOW WE BUILD PRODUCTION AI
Workflows with Guardrails, Not Black Boxes
Booking.com's AI handles 250K daily exchanges. The secret? Controlled workflows, not autonomous agents. We build the same way.
Pre-Selected Tools
Query context determines which tools run. The LLM doesn't pick freely—we orchestrate based on intent classification.
Guardrails First
PII redaction, "do not answer" checks, and safety filters run before any LLM call. Protection isn't an afterthought.
Know When NOT to Answer
Low confidence? Restricted topic? The agent says "I'll connect you with a human." This is a feature, not a bug.
Every Agent Has Exactly 3 Possible Actions
The third option—knowing when NOT to answer—is what most AI projects miss.
Use Template
Pre-approved response for known scenarios. Fast, consistent, safe.
Generate Custom
When no template fits, generate within guardrails using your data.
Do Nothing
Low confidence or restricted topic? Escalate to humans gracefully.
This is how Booking.com achieves 70% satisfaction boost with AI.
What We Actually Build (The 90% That Isn't AI)
The agent logic is a tiny fraction. Here's what takes the real engineering:
CAPABILITIES
AI That Gets Smarter Over Time
We build AI with continuous learning, seamless integrations, and full visibility into performance.
Custom Platform Training
We train your AI on your platform's unique context—FAQs, policies, listing categories, and more. Not generic responses, but answers that know your business.
- Knowledge base ingestion
- Continuous learning from interactions
- Custom response personalities
- Platform-specific terminology
Smart Human Handoff
We build smart escalation systems that know when conversations need a human touch. Seamless transition with full context preserved.
- Sentiment-based escalation
- Complexity detection
- Priority routing
- Full conversation history
Performance Analytics
We provide dashboards that track resolution rates, common questions, and chatbot performance—data to continuously improve your AI.
- Resolution rate tracking
- Topic clustering
- Satisfaction scores
- Response time metrics
Platform Integrations
We connect your AI to Zendesk, Intercom, Freshdesk, or deploy as a standalone widget. We handle the full integration.
- Zendesk integration
- Intercom integration
- Freshdesk integration
- Custom widget option
THE COMPARISON
Why Our AI Agents Are Different
Generic chatbots apply one-size-fits-all logic. Our AI understands marketplace dynamics.
Feature
Generic Chatbot
Basic AI
Our AI Agents
THE DECISION
Build, Buy, or Partner?
You have options. Here's the honest comparison to help you decide.
DIY with ChatGPT API
Possible but painful
Off-the-Shelf Chatbot
Works for simple FAQs
Directorism AI Agents
Production-ready
IMPLEMENTATION
From Kickoff to Live in 3 Weeks
Our proven process gets your AI agent up and running fast.
Discovery & Setup
We analyze your platform, document common queries, and configure the AI with your knowledge base.
Training & Testing
We train the AI on your specific use cases, test with real scenarios, and fine-tune responses.
Integration & Launch
We connect to your support platform, deploy the widget, and go live with monitoring.
Optimize & Scale
Ongoing monitoring, response improvements, and expansion to new use cases.
Discovery & Setup
We analyze your platform, document common queries, and configure the AI with your knowledge base.
Training & Testing
We train the AI on your specific use cases, test with real scenarios, and fine-tune responses.
Integration & Launch
We connect to your support platform, deploy the widget, and go live with monitoring.
Optimize & Scale
Ongoing monitoring, response improvements, and expansion to new use cases.
Portfolio
AI Agent Work Connected to Platform Operations
Explore AI-assisted onboarding, matching, support triage, admin intelligence, and growth systems that add leverage without turning the platform into a black box.
Bring us the platform model.
We will compare your marketplace, directory, integration, or workflow against the closest build patterns and show which decisions matter before development starts.
WHY ACT TODAY
The Window Is Now
Early adopters are capturing market share while competitors wait. The AI advantage compounds over time.
95%
of customer interactions will be AI-powered by 2025
— Gartner
50%
efficiency gains for early AI adopters
— Alvarez & Marsal
$47.8B
AI customer service market by 2030
— Grand View Research
62%
of customers prefer chatbots over waiting
— Tidio Research
$3.5
return for every $1 invested in AI
— Freshworks Research
60%
higher conversion when using AI shopping assistants
— Amazon Rufus Data
4 min
first response time vs 6+ hours before AI
— Zendesk Research
250M
users adopted Amazon Rufus in its first year
— PYMNTS 2024
INVESTMENT
Custom AI Solutions
Every AI implementation is unique. We provide custom quotes based on your specific platform, volume, and integration requirements.
How We Price AI Projects
AI complexity varies dramatically. A simple FAQ bot is different from a full lead qualification system with CRM integration. We scope every project individually based on your needs.
- Discovery call to understand your requirements
- Technical scoping with detailed breakdown
- Fixed-price quote within 48 hours
- Clear timeline and milestone payments
- 3-5x ROI typically within first year
Get Your Custom Quote
Tell us about your platform and what you want the AI to handle. We'll scope the project and provide a fixed-price quote—typically within 48 hours.
Quick Turnaround
Quote delivered within 48 hours
No Obligation
Project discovery and scoping
Or check our general pricing page for scoped service and quote policies
ACCOUNTABILITY
Our AI Commitments
We define the eligible cases, integrations, guardrails, and optimization loop before the agent handles production conversations.
Resolution Rate Target
We design toward 70%+ eligible-case resolution within 90 days when the knowledge base, permissions, and integrations support it. If agreed workflows miss scope, we keep optimizing the implementation.
24/7 Availability
Your AI never sleeps. 99.9% uptime SLA ensures your users always get instant responses.
Data Privacy
Your conversations are encrypted and never used for training other clients' models.
Continuous Improvement
We optimize weekly based on conversation analysis. Your AI gets smarter over time.
Enterprise-Ready Compliance
QUESTIONS ANSWERED
AI Agents FAQ
Everything you need to know about implementing AI support.
Ready to Automate Your Support?
Book a demo to see our AI agents in action. We'll show you exactly how they'd work on your platform.