The AI GTM Engineer That Clears the Build Queue
GTM teams have a request queue longer than the week. Signals pile up, workflows stay half-built, the engineer in the middle never gets ahead. Swan is your AI GTM engineer and context layer: it unifies your workflows, runs them, and keeps them in sync. Without a single line of code.
Trusted By
.avif){kind=small}
Why GTM Engineers Are Always the Bottleneck
The modern GTM stack requires a dedicated engineer just to keep it running. The role meant to unlock speed became the thing slowing everyone down.
The Queue Never Clears
Every revenue request lands in your backlog. New signal workflow for sales. Updated scoring model for marketing. HubSpot integration for the tool the VP just bought. You build fast, but requests arrive faster.
Plumbing Eats Strategy
Connecting APIs, maintaining webhooks, debugging Zaps, writing enrichment formulas. This is where your hours actually go. The architecture work that would move the needle stays perpetually deprioritized.
Your Stack Doesn't Talk to Itself
HubSpot, Salesforce, ZoomInfo, Apollo, Gong, LinkedIn: each tool holds its own data and none connect without you in the middle. Your integrations are fragile, undocumented, and only you understand them.
One Engineer, Every Team's Problem
Sales wants faster routing. Marketing wants attribution. Leadership wants dashboards. RevOps wants clean data. You're one person serving four teams, nothing gets done properly.
The AI GTM Engineer That Handles What's in the Queue
Swan is your AI GTM engineer. Describe any GTM workflow in plain English and Swan builds it, runs it, and keeps it running. Swan works autonomously on execution so you can focus on the architecture decisions that actually require you.
Build Any Workflow in Plain English
Describe the workflow like you'd explain it to a new hire. Swan handles signal detection, enrichment, scoring, routing, outreach, and CRM updates in a single connected play. Days of configuration become minutes of natural language.
Connect Everything, No Glue Code
Swan connects to HubSpot, Salesforce, Apollo, ZoomInfo, Gong, LinkedIn, and Slack without you writing a single integration. Data flows between tools the way it should. Change a workflow with a message. No dependency hunting, no broken scripts.
Deploy in Hours, Not Sprints
Sales needs a lead routing workflow. Marketing needs a signal response play. Leadership needs a weekly pipeline digest. Swan ships all of it. You become the architect, not the plumber.
GTM Engineer Results From Real Teams
Before & After Swan
Before Swan
Today's GTM engineer runs on custom webhooks, HubSpot workflows, Apollo sequences, and Zapier flows nobody else understands. Every request needs a scoping meeting, a sprint to build, and a week of testing. Sales waits. Marketing gets frustrated. You debug a broken webhook at 11pm.
After Swan
What took days takes minutes. Describe the workflow in plain English. Swan builds it, keeps everything connected, and updates it with a message. You stop being the bottleneck and start being the architect.
If You Can Write It, Swan Can Build It.
Swan handles any GTM engineering workflow you can describe. Here's what GTM engineers build most often.
Signal Detection
Monitor funding events, hiring signals, and intent data across your target account list. When a signal fires, Swan enriches the contact, scores the account, and routes it with full context.
ICP Scoring
Define your ICP in plain English. Swan applies it to every lead, account, and signal. Firmographics, technographics, engagement, deal data: scored and segmented without a spreadsheet.
CRM Enrichment
Stale contacts, missing fields, duplicate records. Swan runs enrichment on a schedule, pulls from ZoomInfo and Apollo, and keeps your CRM the source of truth.
Multi-Touch Attribution
Connect every touchpoint to pipeline and revenue. Swan tracks the full journey from first signal to closed deal, and surfaces what actually drives conversion.
Outreach Sequences
When signals fire or leads qualify, Swan launches personalized multi-step outreach calibrated to context, industry, and funnel stage. Swan pulls reps in when the moment actually matters.
Workflow Monitoring
GTM workflows break. Data sources change. Integrations drift. Swan monitors your active plays, flags anomalies, retries failed steps, and alerts your team before anything costs you pipeline.
Your Entire GTM Stack. Finally Connected.
CRM, sequencing tools, intent data, enrichment providers, analytics platforms. Swan connects to every tool in your GTM stack and keeps data flowing without glue code or manual syncing.
Loved by teams scaling smarter, not bigger
FAQs
What is a GTM engineer?
A GTM engineer builds and maintains the systems, workflows, and integrations that power a company's go-to-market motion. They sit at the intersection of sales, marketing, and RevOps.
- Builds lead scoring and routing workflows
- Connects CRM, enrichment, and outreach tools
- Maintains integrations across the GTM stack
- Builds signal detection and response plays
- Supports sales and marketing with technical execution
Swan is the AI GTM engineer your team needs, without the hire.
How does Swan work without engineering resources?
Swan handles the technical complexity so you don't have to. Describe any workflow in plain English and Swan builds, deploys, and runs it autonomously.
- No code required to build or modify workflows
- No webhooks or APIs to configure manually
- No maintenance burden when data sources change
- Native connections to HubSpot, Salesforce, Apollo, ZoomInfo, and more
- Updates and iterations in plain English, not sprint cycles
Your team gets GTM engineering capability without the bottleneck.
Can Swan replace our existing GTM tools?
Swan works with your existing stack, not instead of it. It adds the execution layer that connects your tools and runs your plays.
- Pulls data from your CRM, enrichment providers, and intent tools
- Pushes completed actions back into HubSpot, Salesforce, Slack, and outreach platforms
- Runs plays that your MAP or CRM alone cannot execute
- Works alongside Gong, Apollo, ZoomInfo, and LinkedIn
- No rip-and-replace required
Swan is the context layer in the middle. Your stack, finally unified.
How quickly can we deploy new workflows with Swan?
Most workflows go from request to live in under an hour. Complex multi-tool plays take a few hours at most.
- Describe the workflow in plain English
- Swan builds and configures the logic
- Review and approve before it runs live
- First results in the same business day
- Iterations and adjustments in minutes, not days
No sprint planning. No scoping call.