Lead Scoring
- Fit-based scoring
- Intent-based scoring
- Behavior signals
- Sales readiness logic
Marketing Automation & Attribution
We build AI-assisted marketing automation systems for B2B teams, including lead scoring, nurture sequences, lifecycle automation, attribution tracking, CRM workflows, and campaign reporting.
Designed to help sales and marketing teams move from scattered campaign activity to repeatable revenue workflows.

The Problem

Campaigns create activity every day. People open emails, visit pages, click pricing, download content, ignore nurture emails, and come back later.
Leads are scored without sales input
Nurture sequences treat everyone the same
Lifecycle stages dont update properly
Attribution reports dont connect to revenue
Sales has no context on why a lead is active
But in most teams, those signals dont turn into clear next steps.
Good automation is not about sending more emails. It is about making the next right action obvious.
What We Build
Using AI-assisted workflows, we design automation systems that connect campaign activity, CRM data, lifecycle stages, and sales follow-up.
Lifecycle Logic
We do not build isolated workflows. We build connected lifecycle systems that help your team understand who is ready, who needs nurturing, and who needs a sales conversation.
For leads that are engaging but not ready to talk.
For leads showing stronger intent or repeat engagement.
For leads that need fast follow-up and clear handoff.
Deliverables
The goal is to make campaign activity measurable, actionable, and connected to pipeline outcomes.
Lead scoring model
Scoring logic based on fit, intent, behavior, and sales readiness.
Nurture automation
Email and lifecycle flows designed for different buyer stages.
Attribution framework
UTM structure, campaign source tracking, and reporting tied to pipeline.
CRM workflow logic
Lifecycle updates, handoff rules, routing logic, and sales tasks.
Campaign dashboards
Visibility into campaign performance, lead quality, and revenue movement.
SOPs and documentation
AI-assisted documentation so your team can understand and maintain the workflows.
Timeline

Fit

AI-Assisted Execution
We use AI-assisted workflows to map lifecycle logic, identify gaps in campaign handoffs, speed up documentation, and test automation paths before handoff.
Faster lifecycle mapping
Cleaner lead scoring logic
Better workflow validation
AI-assisted SOPs and documentation
This helps your team move faster without creating fragile workflows nobody understands later.
Proof
Generic email blasts replaced
Lifecycle-based nurture flows created for different lead stages.
Lead handoff became clearer
Sales alerts and task logic connected to buyer intent signals.
Campaign reporting tied to pipeline
Attribution tracking helped identify which campaigns influenced revenue.
FAQ

Get Started
Lead scoring, nurture sequences, attribution tracking, lifecycle automation, and CRM workflows built around real buyer behavior using AI-assisted execution.