Synthetic Enterprise Infrastructure

Train your agents
on ghost companies
— not your data.

Waylabs builds fully functional synthetic enterprises: real SQL databases, simulated APIs, Slack logs, and live business logic. Let your AI agents fail, learn, and evolve — safely, at scale.

See how it works
Environments
Korova SaaS Inc.
Meridian Logistics
Helix Pharma Ltd.
Axiom Finance Co.
Korova SaaS Inc.
B2B SaaS · 200 employees · FY 2024
Running
8.4M
Synthetic records
94
Agent score
1.2s
Avg latency
✓ sql.SELECT customers WHERE churn_risk > 0.8 → 14 rows
✓ email.draft re-engagement · Acme Corp
⚠ calendar.schedule conflict → auto-resolved
✓ crm.update opportunity_stage = "at_risk"
── Session #47 complete · Score: 94/100 ──
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Process

A ghost corporation,
live in minutes.

01
Define your enterprise profile
Choose industry vertical, company size, and complexity tier. Waylabs generates a complete ghost corporation — name, org chart, financials, product catalog, and personnel records — in seconds.
02
Synthesize the database layer
A live PostgreSQL database populated with millions of coherent records — customers, orders, invoices, inventory — with referential integrity, temporal consistency, and deliberate edge cases.
03
Activate communication channels
Synthetic Slack workspaces, email threads, meeting transcripts, and calendar events that simulate real organizational life — urgency signals, cross-team tension, and buried context included.
04
Deploy, observe, and iterate
Point your agent at Waylabs endpoints. Every decision and failure is logged and scored. Replay sessions, inject chaos scenarios, and measure improvement across hundreds of training runs.
Environment bootstrap
$ waylabs create --vertical saas --size 200 --tier high
──────────────────────────────────
✓ Company: Korova SaaS Inc.
✓ Org chart: 12 depts · 200 employees
✓ Revenue model: B2B subscription
✓ DB: 8.4M records synthesized
✓ APIs: 14 endpoints live
──────────────────────────────────
→ env_id: env_k8x2m9f3 · Ready in 1.8s
Database schema
customers — 24,891 rows
iduuidPK
company_namevarchar(128)
mrrdecimal(12,2)
churn_riskfloat0–1
assigned_csmuuid→employees
renewal_datedate
invoices — 120,482 rows
total_amountdecimal(14,2)
statusenumpaid|overdue|void
#sales-ops · Korova SaaS
Sarah K. · VP Sales
Acme Corp hasn't logged in 12 days. Churn risk is HIGH. Loop in the agent.
Agent · CRM Automation
Pulled account. Last login 14d ago, MRR $4,200. Re-engagement email drafted. Send?
Sarah K. · VP Sales
Yes. Schedule a QBR next week too.
Agent · CRM Automation
Done. QBR booked Thu 2 pm. Invites sent. Stage → at_risk.
Agent performance · Session #47
94
Overall score
1.2s
Avg decision latency
47
Runs completed
3
Failure modes found
PASS sql.SELECT churn_risk>0.8 · 14 rows
PASS email.draft · tone: professional
WARN calendar.conflict → resolved
PASS crm.update stage=at_risk

Platform

Every layer of
enterprise reality,
synthesized.

Real enterprises are messy, interdependent, and unpredictable. Waylabs replicates that complexity so your agent is prepared for what production actually looks like.

Ghost Corporations
Complete fictional enterprises — org charts, KPIs, inter-department dynamics, product catalogs, and personnel records. Statistically coherent, indistinguishable from real companies.
Relational SQL Environments
Live PostgreSQL databases with realistic schemas, referential integrity, dirty records, and temporal consistency across fiscal years. Millions of rows, ready to query.
Simulated API Ecosystem
Mock REST and GraphQL APIs that behave like real SaaS tools — Salesforce, Stripe, HubSpot, Jira — with rate limits, auth flows, pagination, and deliberate intermittent failures.
Agent Observability
Full session replay, decision tracing, and performance scoring. See exactly where your agent hesitated, hallucinated, or made the wrong call — across hundreds of runs.
Chaos Injection
Deliberately introduce corrupt data, API outages, conflicting instructions, and adversarial personas. Stress-test resilience before your agent touches real production.
Communication Logs
Synthetic Slack channels, email threads, meeting transcripts, and support tickets — social context your agent must read and navigate correctly to succeed.

Use Cases

Built for every kind
of enterprise agent.

Coding Agents
Train on real codebases — not toy problems.
Waylabs generates synthetic GitHub repositories with legacy code, incomplete documentation, conflicting PR comments, and realistic CI/CD pipelines. Your coding assistant learns to navigate the full messy context of enterprise software development.
Request access for this scenario →
// PR #447 — Refactor billing module // ⚠ Breaks for trial users — JIRA-3821 function calculateInvoice(customer) { if (customer.plan === 'legacy') { // DO NOT TOUCH — EU compliance return customer.mrr * 1.08; } if (!customer.taxId && customer.region === 'EU') { throw new Error('Missing EU tax ID'); } return calculateV2(customer); }
Workflow Automation
Automate corporate processes with full context.
Procurement flows, HR onboarding, finance approvals — Waylabs creates the full chain of systems, stakeholders, and dependencies your automation agent must understand and traverse without breaking something upstream.
LLM Stress Testing
Adversarial scenarios at enterprise scale.
Inject ambiguous directives, missing permissions, corrupt data, and conflicting stakeholder instructions. Discover exactly how your LLM-based agent breaks — before it breaks in production and takes a customer with it.
Customer Support Agents
10,000 synthetic customers, ready to escalate.
Ghost personas with full purchase history, personality profiles, and escalation tendencies. Train your support agent on edge cases, angry users, ambiguous policies, and the scenarios your documentation doesn't cover.
Sales Intelligence
CRM agents trained on real deal complexity.
Ghost pipeline with multi-stakeholder deals, stalled opportunities, competitive dynamics, and messy CRM data. Your revenue intelligence agent learns to find signal in noise — and knows when to escalate vs. automate.

By the numbers

The infrastructure behind
enterprise-grade training.

40+
Industry verticals — SaaS, logistics, pharma, fintech, manufacturing, and more.
10M+
Synthetic records per environment, with full relational integrity intact.
200ms
Average environment spin-up time. CLI command to live training, instantly.
99.9%
Uptime SLA for training infrastructure. Your agent trains when you need it.

What teams say

Agents that were actually ready
for production.

"We shipped our CRM automation agent six weeks ahead of schedule. Waylabs let us stress-test against data complexity that would have taken months to replicate internally."
M
Marcus Osei
Head of AI Engineering, Pathfinder Systems
"The chaos injection feature alone is worth it. We found three critical failure modes in our financial agent before it ever touched a real account — or a real dollar."
L
Lena Strauss
VP of Product, Axiom Intelligence
"The synthetic Slack logs are eerily realistic. Our agent learned to read organizational context in a way we simply couldn't have trained for with curated datasets alone."
J
Jae-won Park
AI Research Lead, NovaTech Labs

Pricing

Transparent pricing,
built for teams.

Two plans, no hidden fees. Both include a dedicated onboarding session and full access to the platform from day one.

Pro
$490
per month · billed annually
  • Unlimited ghost environments
  • Up to 10M synthetic records per env
  • Full API ecosystem — Salesforce, Stripe, Jira, HubSpot +10
  • Slack + Email communication logs
  • Chaos injection scenarios
  • Agent observability & session replay
  • 90-day log retention
  • Priority Slack support
For large teams
Enterprise
Custom
Volume & compliance tailored
  • Everything in Pro, unlimited scale
  • Custom industry verticals on request
  • Dedicated environment clusters (VPC)
  • SSO / SAML, SOC 2 Type II
  • Custom schemas & business logic
  • 99.9% uptime SLA commitment
  • Dedicated solutions engineer
  • Flexible annual contract terms

FAQ

Common questions,
direct answers.

How realistic are the synthetic environments?
Ghost corporations are generated from statistical models trained on real enterprise patterns. Databases pass schema validators, APIs respond with plausible data, and org charts reflect real reporting structures — all without any real company data involved.
What agent frameworks does Waylabs support?
Waylabs is framework-agnostic. It exposes standard REST and GraphQL endpoints, PostgreSQL connections, and SMTP-compatible email interfaces. Any agent that can call an API or query a database works — LangChain, AutoGen, custom agents, and more.
Can we define custom industry schemas?
Yes. Enterprise customers work with our solutions engineering team to define custom schemas, business logic, and domain-specific data models — including proprietary processes, non-standard org structures, and regulatory requirements.
How does session replay work?
Every agent action — API calls, SQL queries, decisions, errors — is logged with full context and timestamps. You can replay any session step-by-step, compare runs side by side, and export logs via webhook or our Python/TypeScript SDK.
Is my data ever used to train Waylabs models?
No. Session logs, agent outputs, and custom configurations are never used to train Waylabs' generation models. Enterprise customers can additionally opt into data isolation via VPC deployment for full infrastructure separation.
How do I get started?
Request early access using the form on this page. Once approved, you'll receive credentials, SDK access, and a 30-minute onboarding call. Most teams have their first agent running in a synthetic environment within the same day.
What happens after early access?
Early access customers transition to Pro or Enterprise at no price increase, retaining all environments and session history. There is no forced migration or data loss.
Do you offer academic or research pricing?
Yes. We offer significantly discounted access for academic institutions and non-commercial research groups. Reach out to hello@waylabs.site with your institutional affiliation.

Your agent's first real test
doesn't have to be real.

Spin up a ghost corporation. Let your agent fail, learn, and evolve — on our infrastructure, not yours.

Contact us directly