Lead Qualification Automation
n8n workflows engineered to route, score, and enrich leads in real time. CRM sync, ICP-fit scoring, automatic disqualification of bad-fit traffic before it consumes sales time.
Module · Growth Automation
Engineered automation that eliminates manual coordination.
n8n workflows engineered to remove manual steps from lead qualification, content briefing, lifecycle messaging, and internal reporting. Plus custom AI agents — deployed where they earn their keep, not where they look impressive in a sales deck.
What's engineered
Six engineered capabilities.
Lifecycle Messaging Engineering
Trigger-based email and in-app sequences engineered against actual user behavior, not arbitrary cadence. Engineered for activation, expansion, and retention milestones — not for sending.
Content Briefing & Production
AI-assisted content briefing pipelines — keyword research → outline → first draft → editorial review. Engineered to compress the time from "we need an article" to "the article is shipping" by an order of magnitude.
Reporting Automation
Internal reports engineered to assemble themselves. BigQuery → automated narrative generation → Slack or email delivery. Time-to-insight collapses from days to minutes.
Custom AI Agents
Deployed where the math works — competitive intelligence, customer support triage, content QA, sales call analysis. Built on Claude, GPT, or open-source models depending on what the workload needs.
Cross-Tool Integration
Custom integrations between tools that don't natively connect. CRM ↔ ad platform ↔ data warehouse ↔ Slack ↔ project management. Engineered fabric that makes your existing stack actually compound.
Why this matters now
Beyond AI demo theater.
Most AI-marketing pitches show flashy demos that don't survive contact with production. We deploy automation only where the math works — where the engineering investment is mathematically smaller than the manual coordination cost it eliminates. Demos are easy. Engineered automation that runs reliably for 18 months without your team rewriting it is hard.
Engineered for compounding time recovery.
A growth team running without automation spends 20 to 30 percent of its time on coordination — pulling reports, briefing freelancers, routing leads, updating dashboards. Automated correctly, that time compounds back into actual strategic work. Not eliminated jobs — recovered capacity.
Built on n8n, not vendor-locked.
We engineer most automation on n8n — open-source, self-hostable, no per-task pricing that scales linearly with usage. Your automation infrastructure stays yours when we step back. Compare to Zapier or Make where every workflow becomes a recurring license you can't easily migrate off.
Tooling deployed
The stack we engineer on.
Workflow orchestration: n8n (self-hosted), custom Node.js workers, Cloudflare Workers for edge automation.
AI & LLM: Claude API, OpenAI API, open-source models on Replicate or self-hosted, vector databases (Pinecone, Weaviate) for retrieval workflows.
CRM & marketing tools: HubSpot, Salesforce, Pipedrive, Customer.io, Klaviyo, Intercom — connected via custom integrations where standard connectors fail.
Data layer: BigQuery, Snowflake, Postgres for state management, Redis for queue management.
Monitoring: n8n native execution logs, custom Sentry integration, Slack alerting for workflow failures.
Engineer your operational fabric
Get an engineered automation architecture for your team.
Discovery Audit identifies the manual coordination costs in your stack and engineers a roadmap of which automations would compound fastest. Six weeks, fixed scope, your roadmap.