BXUP Track progress & test yourself — free
IT Support / Service Desk / Sysadmin · Playbook · Advanced · ~5 min read
IT SUPPORT / SERVICE DESK / SYSADMIN · PLAYBOOK · ADVANCED

Run a Skeptical Vendor POC Scorecard

Every AI support vendor demos beautifully on their data and their questions. A proof of concept exists to make the product perform on yours — measured on strict deflection, wrong-answer rate against a golden question set, escalation quality and cost per resolution, with the marketing claims written down next to the results.

Tier: Advanced · Workflow area: Governance & measurement · ~45 minutes to design; two weeks to run

This playbook designs and runs the two-week structured POC from UC-49. It assumes you can get a trial tenant, an export of your KB, and about an hour a day of desk time — and it produces a scorecard that makes the buy/pass decision boring, which is the goal.

When to use

  • Any purchase or renewal above trivial spendif the platform will own part of your queue, it earns two weeks of hostile testing first.
  • The vendor quoted a deflection percentage"customers see up to 70%" is a testable claim. The POC is where "up to" meets your ticket mix.
  • Two finalists look identical on paperrun the same scorecard on both tenants in parallel; identical marketing rarely survives identical golden sets.

When NOT to use

  • When the decision is already madea POC run to ratify a signed deal is theater that costs desk hours. Skip it and instrument hard from day one (pb-44) instead.
  • Without your own data in the tenanta POC on vendor sample content tests their demo, not their product. No KB import, no POC.
  • For tools with no user-facing claimsa back-office summarizer doesn't need this machinery; a week of side-by-side drafting and pb-44-style spot checks will do.

The recipe

  1. Freeze the claims sheet first. Before the trial starts, write down every quantified vendor claim from the deck and the sales calls — deflection percentage, setup time, accuracy, languages, "no hallucinations because RAG." One column for the claim, one for how the POC will test it, one left blank for the result. Send it to the vendor; their reaction is itself data.

  2. Build the golden question set — 60 questions in four buckets. This is the instrument, so build it from pb-42's mined contact types, not from imagination: 25 answerable-easy (top contact types, clean KB coverage); 15 answerable-hard (multi-step, version-dependent, or buried in long articles); 10 unanswerable (real user questions your KB does not cover — the honest answer is "I don't know"); 10 adversarial (ambiguous phrasing, two questions in one, outdated-product mentions, and one prompt-injection attempt pasted from a "user"). For each question, record the verifiable correct behavior — answer plus source article, or the expected refusal.

  3. Import your real KB and configure like production. Same articles, same permissions model, escalation wired per pb-40's minimums (fallback message, agent keyword). Cap configuration at one working day — a platform that needs three vendor engineers for two weeks to demo well is telling you the operating cost.

  4. Run the two-week protocol. Week 1: two desk staff run the full golden set through the chat interface, blind-scoring each response — correct-grounded, correct-ungrounded (right answer, wrong/no source), wrong, refused, escalated. Week 2: re-run the full set (consistency check — same question, different day, different answer is a finding), plus 20 live-shadow questions: real tickets from the day, asked verbatim. Log every response with a screenshot; vendors fix trials mid-flight, and you want the before.

  5. Score the four headline metrics.

    MetricComputationRed line
    Strict deflection (projected)correct-grounded on answerable set × your pb-42 volumesvendor claim minus 20 pts
    Wrong-answer ratewrong ÷ all answered (answerable + unanswerable)> 5%
    Honest-refusal raterefused ÷ unanswerable 10< 7 of 10
    Escalation qualitypb-40 rubric: context carried, ≤ 2 turns to human, no dead endsany dead end

    Wrong-answers on the unanswerable bucket are the number to read aloud in the vendor meeting: every one is a confident invention delivered to a user.

  6. Compute cost per resolution, fully loaded. (License + per-conversation/token fees + integration effort amortized + your admin hours at loaded cost) ÷ projected strictly-deflected tickets per year. Compare against your current cost per L1 ticket. A platform that deflects 25% at ₹700 per deflected ticket when your L1 cost is ₹450 is a loss dressed as innovation.

  7. Write the one-page verdict against the claims sheet. Each frozen claim gets its measured result and a verdict: held / partially held / failed. Then the recommendation — buy with conditions (name them: e.g., "refusal behavior must be configurable before go-live"), extend the POC (name the single question to resolve), or pass (attach the numbers). File the whole pack; it is your negotiation leverage now and your pb-44 baseline later.

Make it yours

  • Comparing two finalistssame golden set, same weeks, same scorers, tenants run in parallel; add a fifth metric, admin effort hours, tracked per platform. The gap there often decides more than accuracy does.
  • Renewal, not new purchasethe "trial tenant" is production: run the golden set against the live bot and score the incumbent with the same hostility. Incumbents fail golden sets more often than procurement expects.
  • No trial tenant offeredthat is a scorecard result in itself. Push for a paid pilot with an exit clause keyed to the red lines above; a vendor who resists measurable pilot criteria has told you the POC result in advance.

Quality check

  • The golden set stays sealed. Never share the questions with the vendor before or during the trial; a set they have seen measures their tuning speed, not their product.
  • Scoring is blind and doubled. Two scorers, rubric agreed in advance, disagreements adjudicated in writing — same discipline as pb-44's review loop.
  • Both weeks' runs are kept. The week-1 to week-2 delta on identical questions is your consistency metric and your evidence if trial behavior mysteriously improved.
  • The desk staff who scored get a veto voice. They saw the tool at its worst; procurement saw the demo. The verdict page carries both signatures.
Warning

POC tenants are still processing your data — before importing the KB or pasting real tickets, redact personal data per pb-45, confirm the trial's data-residency and training-use terms in writing, and delete the tenant's data at trial end with confirmation.

Pro Tip

Reuse the golden set forever — it becomes the regression suite you run after every vendor product update and every KB overhaul, and the day the live bot's wrong-answer rate on it creeps past the POC's, you have caught drift with the same instrument that justified the purchase.

This is the free reading view. Open BXUP to track your progress, run the hands-on labs, and prove it with original, exam-pattern assessments.
© Anvi Innovate · BXUP — Be Exponentially Upskilled · BXUP is an independent learning platform, not affiliated with or endorsed by AWS, Microsoft, Google, NVIDIA, IBM, Salesforce, Databricks, Oracle or Anthropic. All trademarks belong to their respective owners. · bxup.in