boltThe Aventary Framework

Lead-to-Opportunity, days to one minute.

A six-point operational framework for the way real RevOps teams actually convert inbound. Built inside a Fortune 500 Salesforce + Agentforce transformation. Adapted for Series A-C SaaS.

Days → 1 min
Lead-to-rep assignment latency
Lead throughput, same rep capacity
25%
Reduction in lead-stage leakage
2,500
Backlog leads cleared to zero
The Setup

Inbound was loud. Most of it shouldn't have been a rep's problem.

Spam. Off-ICP form fills. Support questions routed wrong. Real prospects sitting in a queue for days because nobody could triage fast enough. Pipeline leakage at the lead stage was the silent killer of forecast accuracy.

The fix wasn't more reps. It wasn't a new tool. It was an operational architecture that let AI do the work no human will do at 9pm, and let humans focus on the conversations that close.

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    3-day average response time.Most inbound went cold before a rep saw it.
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    Routing built on hope.Round-robin to whoever was online, regardless of fit.
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    25% leakage at the lead stage.Real prospects ghosted because nothing was working them.
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    Forecast trust gone.Pipeline numbers nobody believed.
The Framework

Six steps that compound when they run together.

AI doesn't replace humans. It amplifies their capacity to serve, engage, and convert. Each step is doable on its own. The leverage shows up when they coordinate.

01
Step 1
filter_alt

Lead Classification

Spam. Support. Real prospect.

Inbound volume gets noisy fast at scale. Before scoring or routing, every lead gets classified: spam discarded, support routed to CS, real prospects passed forward. Reps never see the noise. This single step eliminated thousands of lead-hours per quarter from the rep workflow.

02
Step 2
target

Lead Scoring

Propensity to convert, in real time.

Score the lead on intent signal, fit, and engagement history. The score drives prioritization and timing, not just routing. Engage the right lead at the right time, not the lead that happened to fill the form most recently.

03
Step 3
bolt

Agentic Engagement

Autonomous email and chat, 24/7.

AI agents engage the lead immediately across email and chat, personalized to the lead's stated need and the company's playbook. Response time drops from days to minutes. The agent never sleeps. Reps see the full conversation history when they take over.

04
Step 4
checklist

BANT Qualification

Budget. Authority. Need. Timeline.

The AI checks CRM for existing BANT fields. If any are missing or weakly scored, those questions get woven into the next exchange with the lead naturally. Each element scores 0-3. Total above 8 out of 12 triggers conversion to opportunity and auto-scheduling with a rep.

05
Step 5
handshake

Human-in-the-Loop

Seamless collaboration. Real escalation.

When the AI hits a question it can't answer, or a lead crosses an escalation threshold, the rep is paged in real time with full context. No drop-off. No "let me check with the team and get back to you." The handoff is the product.

06
Step 6
hub

AI-to-AI Coordination

Intelligent handoffs across systems and agents.

Classification, scoring, engagement, and qualification agents coordinate through a shared state. Each one knows what the others have done. No duplicate outreach, no contradictory messaging, no leads sitting in a queue waiting for a human trigger.

What This Maps To At Your Stage

The Fortune 500 build was multi-quarter. At Series A-C, it's 6 to 10 weeks.

The first three points typically go live inside the first three weeks. The reduction in lead-to-rep latency is usually the first visible result and the easiest win for a CRO to point at on the next board call.

Weeks 1-3

Foundation live

Classification, scoring, and agentic engagement deployed against your existing Salesforce stack. First measurable drop in response latency.

Weeks 4-6

Qualification + handoff

BANT scoring loop and human-in-the-loop escalation wired in. Reps stop seeing unqualified leads. Forecast trust starts rebuilding.

Weeks 7-10

Coordination + measurement

AI-to-AI state sharing and the operational dashboard your CRO actually checks on Monday morning. Leakage rate becomes visible and addressable.

M
Mendy Ezagui · Founder, Aventary
Led the Lead-to-Opportunity workstream on a Fortune 500 Salesforce + Agentforce transformation at PwC. Now building Aventary, a boutique RevOps practice for Series A-C SaaS.
Talk Through Your Stack

Which of the six points has the most leverage at your org?

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