Customer Research
Synthesizes tickets, transcripts, interviews, and feedback into pains, triggers, objections, and language.
AI Marketing Operating System
A governed network of specialist agents that works like a coordinated marketing team
Research, brand, SEO, content, digital experience, acquisition, lifecycle, CRO, marketing operations, analytics, and QA are connected through shared context, explicit handoffs, human approvals, and release guardrails.
Agent architecture
Organized in operating lanes—not a wall of identical boxes
Each lane has a distinct business purpose, approved inputs, defined outputs, dependencies, quality checks, and escalation rules.
Discover
Market & Competitive Intelligence
Tracks category shifts, alternatives, messaging patterns, and proof gaps.
Brand & Positioning
Converts evidence into audience priorities, value propositions, voice, and proof requirements.
Create
SEO Strategy
Builds intent maps, topic clusters, internal linking, schema, and refresh priorities.
Content & Editorial
Coordinates briefs, writing, technical editing, case studies, thought leadership, and citations.
Digital Experience
Produces page structures, reusable templates, front-end implementation, accessibility, and QA.
Activate
Acquisition Analysis
Combines paid-media, CRM, GA4/GTM, attribution, and sales outcomes to identify waste and opportunity.
Lifecycle & Nurture
Audits sequences, audiences, scoring, routing, and lead-to-paid conversion by segment.
Campaign Automation
Coordinates approved workflows, launch checklists, handoffs, naming, tracking, and reporting.
Optimize
Funnel Analysis
Finds conversion loss across ads, pages, forms, trials, nurture, and sales stages.
Experiment Planning
Prioritizes hypotheses, test designs, primary metrics, guardrail metrics, and learning agendas.
CRO
Improves messages, CTAs, forms, flows, offers, onboarding, and monetization paths.
Govern
Marketing Operations
Maintains lifecycle stages, workflows, routing, campaign governance, data quality, and handoffs.
Analytics
Validates tracking, attribution, funnel metrics, cohorts, performance, and business impact.
QA & Release Control
Checks requirements, evidence, links, accessibility, metadata, claims, and approval status.
Workflow
Shared context moves through explicit handoffs
Evidence→Strategy→Brief→Production→Validation→Human approval→Release→Measurement
Guardrails
Controls are built into the operating model
Evidence
No fabricated metrics, testimonials, customer claims, or citations.
Brand
Approved positioning, terminology, voice, proof, and audience rules.
Data
Approved sources, least-privilege access, PII controls, and clear retention rules.
Human approval
Required before publication, spend changes, customer communications, or system writes.