Anti-Fragile GTM

Data + AI GTM engineering studio

GTM systems that compound with AI,
not crumble.

We build fully AI-native, tech-stack-independent GTM systems. No glue. No vendor lock-in. Systems you own that get stronger as your stack changes.

Clay Club Delhi · seed → Series D · systems you own

1,500+
dials per rep per day
Project Nova, Series B marketing analytics platform
2+
meetings booked per SDR daily
same system, every rep
320k
accounts resolved, enriched, scored
high-growth GTM services firm
98%
CRM accuracy floor
our non-negotiable baseline

Tech-stack-independent by design

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The four layers

Every anti-fragile GTM system runs on four layers.

Data → signals → orchestration → execution. Skip a layer and the whole stack crumbles under stress.

01Data

Clean foundation

Dedupe, identity resolution, enrichment waterfalls. A 98% accuracy floor that persists as records flow in.

02Signals

Buying intent, scraped

Job posts, tech stack shifts, website changes — scored with evidence chains and decay when they go cold.

03Orchestration

Systems that route themselves

CRM writes, Slack alerts, warehouse syncs, AI agents — owned by you, running on your keys.

04Execution

Pipeline that compounds

Outbound, inbound, dial infrastructure — built on clean data, not bolted on top of chaos.

GTM diagnostic

Describe your GTM problem

We map your problem to the system layer, recommended playbooks, and free tools — the same capability map we use with Deepline GTM engineering skills.

Your pipeline should compound, not crumble.

Thirty minutes. Bring what is broken in your motion, leave with the outline of a system that fixes it.