I Built a POC AutoGrader at AccuKnox. Here's Why Every B2B Organization Needs One.
A weighted scoring sheet replaced gut instinct with ranked priorities and made our POC calls much sharper.
The Problem With Flat Checklists
Walking into a POC scoping call with a 79-item checklist and no clear ranking is painful.
That was our reality.
My organization (AccuKnox) being B2B-led, covers a lot of surface area: CSPM, CWPP, KSPM, CDR, GRC, AI Security, ASPM, SAST, DAST, SIEM integrations, CI/CD, and more.
Prospects rarely need all of it during a POC. They need a subset that maps to urgent risks.
Our old process used one flat spreadsheet where every feature looked equally important. No rank. No score. No obvious signal.
We would leave calls with all boxes filled and still not know what to prioritize first.
We knew what was selected. We did not know what mattered most.
Why This Is a Resource Allocation Problem
Assume a prospect has six weeks, three engineers, and limited internal bandwidth. We have two solution architects.
If we cannot rank what they care about, three bad outcomes show up fast.
We spread too thin and demo everything shallowly.
We go deep on the wrong module.
We miss the one module that could have carried the deal.
That is not a sales talent issue. It is a visibility issue.
What I Built
I converted our POC checklist into a weighted scoring engine in Excel.
Scoring rules:
Must POC=2Nice to POC=1Not Required=0
Each of the 15 modules has its own feature rows. Prospects choose a priority per feature from a dropdown. Excel aggregates those weights by module and produces a weighted score automatically.
We also calculate max possible score per module as:
feature count * 2
Then we compute score percentage and status (High Priority, Medium Priority, Low Priority, Not Scoped).
The dashboard chart puts weighted score and max possible side by side for all modules. One glance gives the ranking.
No post-call guesswork. The prospect input becomes the prioritization output.
The Excel Logic Behind It
This is plain Excel, but structured properly.
1. Controlled Input via Data Validation
Checklist column E accepts only:
1 - Must POC2 - Nice to POC0 - Not Required
No free text means cleaner downstream calculations.
2. Weight Mapping Formula
Checklist column F maps dropdown values to numeric weights:
=IF(E2="1 - Must POC", 2, IF(E2="2 - Nice to POC", 1, 0))3. Module-Level Aggregation
Dashboard weighted score per module:
=SUMIF('POC Checklist'!$B:$B, A6, 'POC Checklist'!$F:$F)4. Max Possible per Module
=COUNTIF('POC Checklist'!$B:$B, A6) * 25. Safe Percentage Calculations
IFERROR prevents divide-by-zero noise.
6. Linked Chart
The chart is bound to the score table, so updates happen immediately when priorities change.
Across 79 features and 15 modules, recalculation is effectively instant.
What Changed After Rollout
Before, the checklist answered:
“What got checked?”
Now it answers:
“What do we tackle first?”
Our post-call language changed.
Before:
“They mentioned CSPM and maybe KSPM. Should we start there?”
After:
“KSPM is
8/8. CDR is8/8. AI Security is27/50. Start with KSPM and CDR. Move AI Security deep dive to week two.”
That shift improves execution quality immediately.
The highest-scoring modules get engineering focus first. Low or zero modules get deprioritized with a clear paper trail.
Prospects benefit too. The POC mirrors the priorities they selected, so alignment feels obvious rather than forced.
The Bigger Takeaway
I built this because I got tired of watching smart teams make sequencing decisions from memory and vibes.
With 15+ modules and 79 tracked features, human memory is unreliable. People default to what they heard last, what sounded loudest, or what they already know best.
Scoring does not replace judgment. It gives judgment a solid starting point.
The grader took an afternoon to build. The formulas are simple. The impact is outsized.
You get a living priority map that updates with every prospect input and gives the team a ranked agenda before the follow-up call is even booked.
If your team runs POCs across more than five modules and has no scoring layer, you are operating with low visibility. Build one.
The spreadsheet does not close deals. Clear prioritization does.