Anti-Fragile GTM

Use case library

Niche problems, solved in production.

A growing library of real GTM problems we have hit in the field and the exact systems that solved them. New entries drop as we ship them.

Jul 2026

Personalize outbound sequences with signal evidence, not mail merge

First lines generated from real buying signals with human QA sampling.

Claude · Instantly · BigQuery

Jul 2026

Expand TAM with lookalike modeling from closed-won data

Find companies that look like your best customers but are not in your CRM yet.

BigQuery · Crustdata · HubSpot

Jul 2026

Prevent CRM decay with automated refresh and invalidation

Scheduled re-enrichment, bounce invalidation, and decay scores that flag stale records.

HubSpot · BigQuery · Enrich Layer

Jul 2026

Deliver buying signals to reps in Slack, not shared channels

Territory-assigned DMs with evidence that reps actually work.

Slack · n8n · HubSpot

Jul 2026

Build custom intent monitors for signals vendors do not sell

Scheduled scrapers on regulatory filings, policy pages, and niche sources for your market.

Firecrawl · Cloudflare Workers · Slack

Jul 2026

Cut enrichment costs without cutting coverage

Pilot-then-scale workflows with per-provider cost tracking and coverage floors.

Clay · BigQuery · Apollo

Jul 2026

Grade MQLs with account context, not just form fills

Layered scoring that combines account fit, contact relevance, and engagement depth.

HubSpot · BigQuery · n8n

Jul 2026

Detect competitor displacement opportunities from public signals

Monitor review sites, job postings, and tech-stack changes for switching signals.

Firecrawl · Exa · Slack

Jul 2026

Route PQLs to the right rep with usage context

Product usage events resolved to accounts, scored for fit, and routed to owners.

Segment · HubSpot · Cloudflare Workers

Jul 2026

Route inbound leads by resolved company identity, not email domain

Gmail signups, subsidiary domains, and agency emails break naive routing. Resolve every inbound lead to a canonical company before it hits round-robin.

HubSpot · Claude · Enrich Layer

Jun 2026

Detect churn risk before the renewal call

Monitors on usage drops, support spikes, and executive departures routed to CSMs with evidence.

Segment · Gong · Slack

Jun 2026

Source and score your entire total addressable market

Multi-provider discovery, warehouse dedupe, ICP scoring, and CRM sync for complete market coverage.

Crustdata · ZoomInfo · BigQuery

Jun 2026

Turn job postings into territory-assigned buying signals

Job postings are the most under-priced buying signal in B2B. Scrape them on schedule, score them against your ICP, and route to the owning rep same-day.

Claude Code · Exa · Slack · Salesforce

Jun 2026

Build nightly dialer queues that reps actually trust

Validated, scored, enriched call lists delivered fresh every morning.

Apollo · ZeroBounce · Salesforce

Jun 2026

Route freemail inbound leads to the right rep

Gmail signups resolved through enrichment to employer and account match before routing fires.

HubSpot · Enrich Layer · Cloudflare Workers

Jun 2026

Retrain account scoring on every closed deal

A scoring model that sharpens with every win and loss, not a static firmographic filter.

BigQuery · dbt · HubSpot

Jun 2026

Automate territory assignment from rules, not spreadsheets

Territory maps as data: rules in the warehouse, applied at routing time, with collision detection.

HubSpot · BigQuery · n8n

Jun 2026

Resolve your complete account universe from messy CRM data

Turn 320k duplicate-ridden records into a clean, canonical account list with territory owners.

BigQuery · Salesforce · Claude

Jun 2026

Validate every email through a waterfall before it enters outbound

Multi-provider validation chains that keep bounce rates under 2% and protect sender reputation.

ZeroBounce · Hunter · Instantly

Jun 2026

Monitor niche web signals your competitors cannot buy

Custom scrapers watch the exact data points that predict deals in your market, scored and routed same-day.

Firecrawl · Claude · Slack