A6 · Evidence case · vendor-reported (G2 + Salesforce case study)

G2 intent signal ingestion: agent processes weekly buyer intent exports, matches to ICP accounts in CRM, enriches with contact data, and creates SDR tasks

Time from intent signal to first contact: 72hr → 4hr; intent-sourced pipeline +44% YoY; 1.8 FTE SDR capacity freed — Intent signals decay fast. The window for a warm outreach response is roughly 48-72 hours; beyond that, the signal is nearly as cold as no signal.
directional evidence vendor-reported Last updated 2026-06-18

Source trust note: Magnitude may be overstated. Vendor-reported results are subject to selection bias and survivorship bias — take direction, not magnitude.

What was built

G2 intent signal ingestion: agent processes weekly buyer intent exports, matches to ICP accounts in CRM, enriches with contact data, and creates SDR tasks

Company type: Series A B2B SaaS

Tier map

Tier 1 execution: intent-to-action speed optimization

Tier 1 · Execution C6 Agentic hub →

Human-in-the-loop design

SDR reviews task queue daily; agent handles enrichment and deduplication autonomously

Results

Time from intent signal to first contact: 72hr → 4hr; intent-sourced pipeline +44% YoY; 1.8 FTE SDR capacity freed

Quality caveat: these results are vendor-reported — treat as directional signal, not precise benchmark.

Source trust

vendor-reported vendor-reported (G2 + Salesforce case study)

This case is rated vendor-reported. The vendor has a direct commercial interest in presenting favorable results. Use these cases to understand direction (what kinds of improvements are possible) not magnitude (exact percentages).

Take direction, not magnitude. Vendor-reported results are systematically higher than independently measured equivalents due to selection bias, survivorship bias, and favorable framing.

Failure mode observed

Intent data quality: 30% of matched accounts had wrong contacts in CRM, requiring enrichment fallback

Transferable lesson

Key lesson: Intent signals decay fast. The window for a warm outreach response is roughly 48-72 hours; beyond that, the signal is nearly as cold as no signal.

How to cite

@misc{shalvi_gtm_evidence_g2_intent_signal_routing_2026,
  author    = {Singh, Shalvi},
  title     = {G2 intent signal ingestion: agent processes weekly buyer intent exports, matches — Agentic GTM Evidence Case},
  year      = {2026},
  note      = {Source trust: vendor-reported (G2 + Salesforce case study). Methodology: directional.},
  url       = {https://shalvisingh.com/gtm/evidence/g2-intent-signal-routing}
}

Singh, S. (2026). *G2 intent signal ingestion: agent processes weekly buyer intent exports, matches — Agentic GTM Evidence Case*. GTM World Model. Retrieved from https://shalvisingh.com/gtm/evidence/g2-intent-signal-routing

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