Intelligence Analyst
Know which emails work and which segments convert — every Monday.
Pre-aggregates pipeline and CRM data, generates performance insights on what's working (subject lines, angles, segments), refines ICP definitions, identifies objection patterns, and updates learning knowledge bases that other agents consume.
Teams using weekly intelligence reports improve reply rates by 2-3 percentage points per month through data-driven messaging refinement.
What is Intelligence Analyst?
Intelligence Analyst is an outbound analytics agent that pre-aggregates pipeline and CRM data weekly, generates performance insights on subject lines, outreach angles, and ICP segments, identifies objection patterns, and updates the knowledge base with findings. It runs every Monday at 8 AM. Built for sales leaders optimizing outbound strategy with data.
5 min
Setup time
Weekly
Report frequency
95%
A/B confidence threshold
6+
Insight categories
The problem — and how this kit solves it.
The Problem
Sales leaders make outbound strategy decisions based on gut feel. Reply rates, A/B variant performance, and segment conversion data sit scattered across Instantly dashboards, HubSpot reports, and spreadsheets. Nobody has time to correlate subject line performance with company size or industry. Strategy reviews happen quarterly instead of weekly.
The Solution
Intelligence Analyst runs every Monday at 8 AM, pulling pipeline stats and CRM deal data from the previous week. It correlates reply rates with subject lines, analyzes A/B variant performance with statistical confidence, breaks down conversion by ICP segment, and identifies recurring objection patterns. All findings are written to the knowledge base and delivered as a weekly report.
The Outcome
Delivers a weekly performance report correlating reply rates, variant performance, and segment conversion, turning scattered data into actionable outbound strategy.
How this agent works
This agent runs autonomously on a schedule. Here's what happens each run.
Trigger
Each run includes
Pre-aggregation of pipeline data (stats, not raw records)
CRM deal analysis via search_deals_with_contacts
A/B variant performance analysis with statistical confidence
ICP segment performance breakdown
Objection pattern identification and response effectiveness
Knowledge base updates for continuous learning
Weekly intelligence report with actionable recommendations
Pre-aggregation of pipeline data (stats, not raw records)
Completed in 2.1s
CRM deal analysis via search_deals_with_contacts
Completed in 4.8s
A/B variant performance analysis with statistical confidence
Completed in 1.3s
ICP segment performance breakdown
Completed in 2.0s
Objection pattern identification and response effectiveness
Completed in 2.2s
Knowledge base updates for continuous learning
Completed in 2.1s
Here's what Intelligence Analyst actually produces.
Real output from a typical run — not a mockup.
Weekly Intelligence Report: Reply rate 12.3% (+2.1pp). Variant A outperforming B at 95% confidence for VP-level prospects. Top converting segment: SaaS 51-200 employees (18% positive reply rate). New objection pattern detected: 'already using [competitor]' — 3 occurrences, recommended response drafted.
Three steps to autonomous.
Connect
Link your ad platform account via OAuth. Scoped permissions, encrypted credentials.
Configure
Set your targets, guardrails, and approval mode. Choose observe-only, approve-first, or full-auto.
Deploy
Activate the agent. It runs on schedule, analyzes data, and proposes or executes actions automatically.
Everything this kit does.
- Pre-aggregation of pipeline data (stats, not raw records)
- CRM deal analysis via search_deals_with_contacts
- A/B variant performance analysis with statistical confidence
- ICP segment performance breakdown
- Objection pattern identification and response effectiveness
- Knowledge base updates for continuous learning
- Weekly intelligence report with actionable recommendations
Generates intelligence report weekly
Who is this for?
VP Sales refining outbound strategy
A VP Sales reviews the Monday report and discovers that SaaS companies with 51-200 employees have an 18% positive reply rate vs 6% for enterprise. The team shifts targeting accordingly.
SDR manager optimizing email templates
The A/B analysis shows Variant A outperforming Variant B at 95% confidence. The manager retires Variant B and creates a new challenger based on Variant A's winning angle.
RevOps building a data-driven playbook
Objection patterns reveal that pricing is the top concern for mid-market but "not the right time" dominates enterprise. RevOps creates segment-specific objection playbooks informed by the data.
Frequently asked questions
It reads from the shared Prospect Pipeline (statuses, scores, reply classifications) and HubSpot CRM (deal stages, contact interactions, close rates). All data is pre-aggregated before analysis.
The agent compares reply rates between email variants using statistical significance testing at a 95% confidence threshold. It reports which variant wins, the magnitude of the difference, and whether the sample size is sufficient for reliable conclusions.
Yes. The default is weekly (Monday 8 AM) but you can configure it to run daily or bi-weekly in the setup. More frequent runs provide fresher data but need higher email volumes for statistical significance.
Winning email variants, top ICP segments, objection patterns with frequency counts, and refined ICP criteria. Other kits in the GTM pipeline (like Prospect Finder and ICP Strategist) can reference these findings automatically.
Pairs well with.
These kits complement each other. Deploy them together for coverage no single agent can provide.
Reply Analyst
Reply Analyst's classifications feed directly into Intelligence Analyst's performance analysis.
Learn moreIcp And Messaging Strategist
Strategist uses Intelligence Analyst's segment and objection data to refine ICP definitions and email templates.
Learn moreYou might also want.
Reply Analyst
The Reply Analyst closes the feedback loop. It fetches new email replies from Instantly, uses AI to classify each reply into one of 6 categories with confidence scores, looks up the prospect record to get campaign context, drafts follow-up responses using objection handling patterns, and updates the pipeline and CRM with reply data.
Email Dispatcher
The Email Dispatcher is the sending engine of the outbound pipeline. It atomically claims approved prospects (preventing concurrent duplicate sends), pushes them to Instantly as campaign leads with personalized email sequences, creates CRM contacts and deals in HubSpot, and updates the pipeline with delivery status.
Prospect Finder
The Prospect Finder is the entry point of the outbound pipeline. It searches your prospecting provider (Apollo) for contacts matching your ICP filters, deduplicates against existing pipeline records, enriches each contact with company data, AI-scores them for ICP fit, and generates two personalized email variants (A/B) per prospect. Results land in the shared Prospect Pipeline catalog for human review or auto-approval.
Ready to deploy?
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