GTM Playbooks

Built on the karpathy/autoresearch loop pattern, this playbook applies autonomous feedback loops to GTM assets — emails, ads, landing pages, nurture flows — tested against revenue-linked metrics. Replace manual A/B testing with agent-driven loops that compound ICP-specific learnings across channels.

Build a unified revenue intelligence system that merges billing, CRM, product analytics, and enrichment data into a single account-level view — with AI-powered ICP scoring, churn prediction, and expansion signals. Replace fragmented dashboards with one system that tells you which accounts to save, grow, and acquire.

Most lead scoring is theatre. Sales ignores the scores because they do not trust them. This playbook builds a system that separates fit (who they are) from intent (what they are doing), validates against LTV, and routes leads with context. Top scoring leads convert at 5-6x the rate of bottom scoring leads.

Build a canonical GTM schema across CRM, Clay, outbound, and analytics so scoring, routing, forecasting, and AI all run on the same definitions. The result is less firefighting, faster execution, and trustworthy revenue decisions.

Build scalable, search-led content hubs from structured data to capture long-tail demand without sacrificing technical SEO quality. Well-executed B2B SaaS programmatic hubs can drive 100-300% organic growth over months 7-12 when each page serves real intent with unique data.

Centralize and clean lead, product usage, and enrichment data into a single source of truth (Data Warehouse) to power precise targeting.

Turn incomplete lead records into complete prospect profiles automatically at lead creation. This playbook covers six enrichment patterns across hygiene, triggers, outbound waterfall, live enrichment, intent layering, and reverse ETL.

Send hyper-personalized demo videos at scale to warm outbound leads without manual recording, significantly boosting reply rates.

Build stage-aware retargeting across Meta, LinkedIn, Display, and RLSA so prospects see the right message for their current funnel stage. Segmented sequencing materially outperforms one-size-fits-all retargeting on CTR, CPL, and pipeline velocity.

Automate competitor monitoring and battle-card updates so reps always get current, actionable intelligence in their workflow before competitive calls.

Use your first-party data (CRM, product, lifecycle, website) to train Google Search on pipeline and revenue outcomes, not form fills. Start with simple signal uploads, then progress to programmatic, server-side signal loops as volume grows.

Build an automated system that detects creative fatigue early, triggers alerts when frequency and CTR thresholds breach, and connects directly to your creative production pipeline.