Picture this. It's 8:47 AM on a Tuesday. Your AE gets a warm inbound from a $400M industrial distributor looking to modernize their commerce platform. Good fit. Right vertical. You won something similar fourteen months ago.
The AE opens Salesforce, creates the opportunity, types a two-sentence description, picks "Stage 1 — Qualification" from the dropdown, and moves on to their next call. That's your intake process. Two sentences and a dropdown.
Somewhere in a shared drive, there's a 47-page proposal from that similar win fourteen months ago. There's a competitive analysis the solutions team built for the same vertical. There's a pricing model that worked. None of it surfaces. Your AE doesn't know it exists. The person who built it left six months ago.
Three weeks later, the deal dies at POV. Wrong champion. No confirmed budget process. The solutions architect who spent 30 hours on technical discovery finds out the prospect was comparing three SIs simultaneously and had already shortlisted a competitor before the first call.
That's not a sales execution failure. That's an intake failure. And it's the most expensive one nobody measures.
The 60-Minute Window That Sets Everything in Motion
Intake is where the deal's trajectory gets set. Not at proposal. Not at POV. At intake. The questions you ask in the first conversation — and the ones you don't — determine whether your best solutions architects spend 40 hours on a deal that was dead on arrival.
Industry benchmarks suggest that presales teams at mid-market services firms spend 40-50% of their time supporting qualification for deals that never advance past the proof stage. Not deals that are lost competitively. Deals that fail for predictable, identifiable reasons: wrong champion, no economic buyer, no agreed success criteria, no confirmed procurement timeline.
These are signals that a structured intake process catches in the first 60 minutes. Instead, they surface at week six, after your solutions architect has built a custom demo environment and your practice lead has blocked out two weeks for a POV.
Your best technical talent is burning out on dead deals. Not because they're choosing wrong — because your intake process never gave them the information to choose at all.
What Good Intake Actually Looks Like
Here's what most teams think intake is: the AE qualifies the budget, confirms the timeline, identifies the decision-maker, and logs it in the CRM. BANT. Maybe MEDDPICC if you're more sophisticated. A few fields in Salesforce, a quick huddle with the manager, move it to Stage 2.
Here's what intake should be: a structured, domain-specific assessment that draws on everything you know about this vertical, this deal type, this competitive landscape, and this prospect's specific situation — producing a qualification output detailed enough to serve as the briefing doc for every team that touches the deal downstream.
The gap between those two versions is where deals go wrong. And it's where PropelEdge's Opportunity Intake Agent sits.
Domain-Specific Discovery — Not Another Template
When your AE opens a new Pursuit on a mid-market industrial distributor, PropelEdge doesn't hand them a generic qualification checklist. We load the manufacturing vertical's discovery framework automatically — filtered to the SOW type (commerce transformation, in this case). Questions about OT/IT convergence, ERP integration constraints, distributor channel complexity, seasonal procurement cycles. The things that actually matter for this specific deal shape.
These frameworks aren't pulled from a textbook. They're built from how your firm has actually won deals in this vertical. What questions correlated with wins. What gaps correlated with losses. What your successful pursuit teams asked that the unsuccessful ones didn't.
We ship pre-built frameworks for manufacturing/industrial, BFSI, healthcare, and technology/media verticals — each with sub-filters by engagement type. An application migration pursuit in financial services surfaces different qualification dimensions than a data modernization engagement at the same bank.
Your AE doesn't start from a blank page. They start from a structured, vertical-specific question set that's been refined by every deal you've run in that space.
Every Past Pursuit Remembered
This is the part that changes the math when you're running 25-35% annual sales turnover.
Every Pursuit your firm runs through PropelEdge becomes part of the next qualification. The system remembers the vertical, the deal shape, the qualification gaps, the pursuit angle, and the outcome. When a new opportunity lands in a sector where you lost a deal eighteen months ago, the Intake Agent surfaces that history: what concerns the prospect raised, what the evaluation criteria were, which competitor won, what the close plan looked like, where the deal stalled.
The memory works in three layers. Layer one is available from day one: pursuit execution history that the system builds automatically as your team runs deals through PropelEdge. Every qualification brief, every No-Go recommendation, every outcome — the system retains it. Layer two is onboarding: for firms with existing CRM history, we import your win/loss data during onboarding so the agent starts with context from your last three years, not from a blank slate. Layer three — closed-loop outcome feedback that actively improves scoring weights over time — is on our roadmap post-MVP. We'll be honest about that. The first two layers are live today.
For firms starting fresh, the memory builds with every deal your team runs. Slow at first. Significantly sharper by quarter three.
In a 200-person services firm with 30 AEs, the collective deal intelligence generated in a single quarter is substantial. Without a system that retains and surfaces it, that intelligence has a half-life measured in months. Industry research on knowledge management in professional services estimates that firms lose 20-30% of their institutional knowledge annually through attrition and poor capture practices.
Think about what that means for your team. A third of what you learned last year about winning deals in healthcare IT — the objection patterns, the procurement timelines, the technical requirements that actually mattered versus the ones that were listed in the RFP but never evaluated — is gone. Rebuilt from scratch every time a new pursuit comes in.
PropelEdge's institutional memory doesn't decay. Every pursuit — the wins, the losses, the deals that stalled at champion engagement — compounds your qualification intelligence. New AEs aren't starting from zero. They're starting from everything you've already learned.
Design partners tell us that new AEs working their first 15 opportunities through PropelEdge build qualification instinct in weeks rather than months — because they're reviewing structured, firm-specific analysis rather than building it from scratch. That's a 30-50% reduction in productive ramp time. Not a marketing claim. An observed pattern across early deployments.
The No-Go That Saves Your Quarter
Here's the output that separates PropelEdge from every scoring tool on the market.
Most qualification tools produce a score. A number. Maybe a color. Green, yellow, red. Your AE looks at it, disagrees with it, and advances the deal anyway because their pipeline is thin and their manager is watching the forecast.
PropelEdge produces a recommendation. With reasoning.
"Based on MEDDPICC assessment: insufficient champion engagement (no access above director level confirmed), no validated budget process (prospect referenced 'annual planning' without confirming cycle timing), competing evaluation with two other SIs already at shortlist stage. Recommended action: deprioritize until executive sponsor access confirmed and budget cycle validated. Estimated presales investment if advanced now: 120-160 hours across solutions and delivery."
That's not a score. That's a decision brief. It tells your AE exactly what's missing, why it matters, and what advancing without those signals will cost in presales hours. The qualifier uses MEDDPICC-structured assessment — and every score factor shows which input drove the weight, so your AE can see the reasoning, not just the verdict. In full deployment, once your CRM win/loss history is imported, the scoring model trains on your firm's own data: 8 years of Salesforce records becomes a signal library, with SHAP-based explainability so the weights are auditable. During the pilot, the assessment runs on structured discovery inputs and the vertical frameworks we ship — sharp enough to produce a decision brief, with the trained predictive layer added once your historical data comes in.
Sample output: MEDDPICC scorecard and conditional recommendation from a real pursuit scenario
Want the full output? Download the complete Discovery Guide and Decision Brief — including gap analysis, risk flags, and pursuit thesis. Download the sample Intake Agent output →
Every deal that enters your forecast without a confirmed economic buyer and a defined decision process is a forecast contamination event. PropelEdge names the contamination before it hits the pipeline.
If you're investing presales resources without structured qualification, you're committing 40-60% of your POV capacity to pursuits that fail at the proof stage for predictable, identifiable reasons. The No-Go recommendation is how you get those hours back.
The Multi-SI Race You're Already Losing
In competitive mid-market pursuits, three firms typically run parallel POVs. Same prospect, same timeline, same evaluation criteria. The technical capabilities are comparable — these are all competent firms.
The firm that walks into the first meeting with a structured MEDDPICC brief, proposed success criteria, and a drafted POV scope wins the room before the POV starts. Not because they're smarter. Because they showed up prepared in a way that signals: this is how we operate.
According to Gartner, 67% of B2B buyers cite vendor responsiveness as a top factor in their final selection decision. Responsiveness isn't about reply speed. It's about the quality of what comes back. A structured qualification output that maps the prospect's situation, names the risks, and proposes a clear evaluation framework — delivered before your competition has finished their internal kickoff meeting.
That's the intake advantage. It compounds through every subsequent stage of the deal.
Where PropelEdge Sits Next to Your CRM
Salesforce is the system of record for your deals and opportunities. It's very good at that job. We don't do that job. That's the boundary.
PropelEdge is the system of engagement for the AE and the prospect — the layer where qualification actually happens, where institutional memory gets activated, where the Go/No-Go decision gets made with evidence behind it. Different job entirely.
We don't need Salesforce data to run. At intake stage, CRM signals are thin anyway — no activity history on a new prospect, 40-50% of fields empty by default. PropelEdge qualifies from external profile data, vertical match, and historical comparables. That said, we'll take your CRM data if you have it. Win/loss records enrich the scoring models. CRM integration is an upgrade, not a precondition.
What This Isn't
PropelEdge isn't a copilot. It's not an LLM chatbot helping your AE write faster, fill in fields more smoothly, or draft discovery emails with better phrasing. Any competent LLM can take context and generate prose. That's not what's happening here.
The Intake Agent is the first step in PropelEdge's Agentic Revenue Orchestration workflow — and it doesn't just answer questions, it runs a defined stage of the pursuit process. It qualifies. It scores with explainable reasoning. It makes a Go/No-Go recommendation. Then it hands off structured output to the next agent for POV Development. The handoff is the point. Every downstream stage gets a complete, machine-readable qualification brief as its starting context. That's not a chatbot feature. That's orchestration.
The distinction matters because it changes what you're comparing. CRM-embedded AI scoring works on existing deal data — it's retrospective, and at intake stage there is no deal data yet. Revenue intelligence platforms analyze in-flight pipeline and tell you what happened. PropelEdge works at the front door — prospective qualification of new entrants before your presales team commits a single hour. Different moment. Different job. Different tool.
The Pilot That Proves It
We'll give you 30 days to run PropelEdge on your own pipeline — real opportunities, your team, your pace. No parallel-run protocols. No pre-agreed success criteria. Just use it and see. If the output is good enough to brief your manager with, you'll know. If it's not, we'll know too.