Sandbox run 2026-08-19 · openai/gpt-5-mini
Input fixture
CONTEXT: Inbound demo request from Priya Shah, Director of Revenue
Operations at Klarwerk (B2B analytics, ~180 employees, series B). Form note: "evaluating
conversation-intelligence tools, currently on Gong renewal deadline Oct 1." She's
invited their sales enablement manager to the call. Klarwerk's careers page shows 8
open AE roles — aggressive sales team growth.
WHAT WE SELL: EchoLens — conversation intelligence priced per recorded seat, with
coaching workflows built for ramping new reps.
Model output (unedited)
Must learn (the three unknowns that most determine whether this deal is real)
1) Renewal/commitment flexibility and timeline: Can Klarwerk actually move vendors before or at the Gong renewal (contract terms, auto-renew, cancellation penalties, internal timeline)? If they are locked in or cannot switch until much later, the deal is timing-out regardless of fit.
2) Seat count today and growth plan (recorded-seat footprint): How many seats would need recording now and in the next 6–12 months given the hiring of AEs—because EchoLens pricing is per recorded seat and growth will determine deal size and fit.
3) Core decision criteria and stakeholders: What specific problems must be solved (coaching workflows, ramp time, analytics accuracy, integrations), who signs off, and whether Revenue Ops + Enablement are the actual buyers/influencers vs procurement/finance veto power.
Questions (ordered so each answer earns the next)
1) "Tell me about the revenue goals and priorities you and your team are focused on this quarter and through year-end."
- Purpose: open starter to surface urgency and strategic context; primes for hiring and enablement priorities.
- Listen for: growth targets tied to new hire ramp, quota-acceleration focus, or quality-of-deal objectives. Qualification: if growth + rapid hiring are priorities, EchoLens is relevant; if focus is solely on cost-cutting, lower priority.
2) "Walk me through your current go-to-market headcount and hiring plan for the next 6–12 months — how many AEs, SDRs, and managers do you expect to add, and how quickly?"
- Purpose: establish seat baseline and near-term growth that drives per-seat pricing and deployment complexity.
- Listen for: concrete numbers (e.g., 8 AEs open now + plans to hire 15 more = rapid seat growth → qualifies); vague or 'maybe hiring later' = weaker opportunity. Disqualifier: very small team (<10 seats) or no planned increase.
3) "How are you currently using Gong day-to-day for coaching and ramping new reps, and what parts are falling short for your enablement goals?"
- Purpose: surface functional gaps EchoLens solves (coaching workflows, ramp tracking, searchability, accuracy).
- Listen for: complaints about coaching UX, difficulty running structured coaching, poor call tagging, unclear ramp metrics, slow search; these qualify. If they say Gong is meeting all needs and enablement is happy → disqualify or low priority.
4) "What would have to change in your current workflow or outcomes for you to switch to a different conversation-intelligence tool?"
- Purpose: expose must-have capabilities, non-negotiables, and how they measure change.
- Listen for: needs like better coach workflows, time-to-ramp improvements, easier manager workflows, better transcription/insights, or pricing flexibility. If answers align with EchoLens strengths (coaching workflows + ramping new reps) → strong fit. If they only want raw analytics and not coaching → weaker fit.
5) "You mentioned you’re evaluating options during the Gong renewal window — can you walk me through the specific renewal terms or constraints (length, auto-renew, termination window, financial penalties) that affect whether you can change vendors?"
- Purpose: clarify timing and legal/financial blockers that determine whether an Oct 1 churn is possible.
- Listen for: ability to terminate at renewal, notice period, auto-renew clauses, early-termination fees. Qualify: flexible renewal or short notice window → actionable timeline. Disqualify: long locked-in term or prohibitive penalties.
6) "How many of your reps currently have recording-enabled seats versus how many you would want recorded if you moved to a new vendor, and how do you expect that number to change as hires come on?"
- Purpose: finalize real seat count for pricing and pilot sizing.
- Listen for: exact current recorded seats and projected headcount; qualifying if projected recorded seats match EchoLens pricing thresholds (e.g., mid-to-large seat counts). Disqualify: extremely small number of recording seats or no budget to expand.
7) "Who else needs to be involved to evaluate and approve a new conversation-intelligence platform, and what criteria will each stakeholder use to make a decision?"
- Purpose: map the buying committee and decision criteria (Enablement, RevOps, Sales Leadership, Finance, Legal, IT).
- Listen for: names / titles and criteria (ROI/ramp, TCO, security/compliance, integrations). Qualify: RevOps + Enablement as active champions and Finance open to business case. Disqualify: only procurement or security-led evaluation with long cycles and no enablement buy-in.
8) "What specific outcomes or metrics would you use to say a new tool is successful (for example: weeks to ramp, percentage increase in win rate, coaching usage, number of completed coaching sessions)?"
- Purpose: identify success criteria to frame a pilot and ROI calculation.
- Listen for: measurable targets (e.g., reduce ramp from 6→4 months, increase quota attainment by X%). Qualify: concrete targets → easy to structure pilot. If answers are vague or purely subjective → harder to land.
9) "If EchoLens met your functional needs and pricing, would you be willing to run a time-boxed pilot with a subset of hires/managers before committing to full rollout, and what would a successful pilot look like?"
- Purpose: move toward a low-friction next step and commitment; deliberate yes/no commitment check allowed here.
- Listen for: willingness to pilot, proposed pilot scope (number of reps, duration), success metrics, and timeline. Qualify: yes with clear pilot scope → immediate next step. Disqualify: insistence on full RFP or no pilot allowed.
10) Commitment/timeline check: "Assuming a pilot demonstrates the outcomes you want, what would your ideal decision and rollout timeline look like relative to the Oct 1 renewal?"
- Purpose: confirm schedule and next milestones so you can propose a fitting demo/pilot plan.
- Listen for: dates and milestones (pilot start, evaluation window, approval meetings). Qualify: timeline that allows pilot and procurement before or at renewal → good. Disqualify: timeline that pushes decision months beyond renewal with no chance to switch now.
Listen for (specific answers that qualify or disqualify)
- Qualifiers (positive signals)
- Concrete headcount and rapid hiring: e.g., 8 open AEs now, plan to hire 15 more in 6 months → scales to a sizable per-seat deal.
- Clear pain with current coaching workflows in Gong (managers avoid using it, no structured coaching flows, slow coaching adoption).
- Flexible Gong renewal terms (notice period aligns with Oct 1; no heavy penalties) or explicit intent to not renew.
- Enablement + Revenue Ops as active champions willing to run a pilot; named stakeholders and decision owners.
- Measurable success metrics (weeks-to-ramp, coaching adoption %, conversion lift) that EchoLens can help influence.
- Willingness to run a time-boxed pilot with defined scope and success criteria in the near-term.
- Disqualifiers (negative signals)
- Contractual lock: Gong auto-renews for another year with high termination fees or long notice that prevents switching before many months.
- Very small recorded-seat footprint now and no planned growth (<10 seats) making per-seat economics poor.
- No pain or dissatisfaction with current solution (Enablement says Gong meets all needs and they’re happy).
- Buying process controlled exclusively by procurement/finance/security with long RFP cycles and no champion to run a pilot.
- No budget or unwillingness to consider per-recorded-seat pricing model.
- Vague or non-measurable success criteria, indicating low urgency.
How to use this plan on the call
- Start broad (strategy, goals) then narrow into headcount and current tool pain to surface fit. Use the Gong renewal context to understand timing but don’t assume they’ll or won’t switch—ask specifics.
- Push for numbers (seat counts, hiring velocity, contract terms, target metrics) as early as possible — those three unknowns determine whether you should proceed to demo/pilot.
- If you hear qualifiers, propose a defined pilot during the call (scope, success metrics, timeline) as the next step. If you hear disqualifiers, flag timing or scope and either plan a future check-in or deprioritize follow-up.
Editorial review (independent AI agents)
-
Accuracy —
pass
(editorial-accuracy/google/gemini-2.5-flash)
-
Safety —
pass
(editorial-safety/anthropic/claude-haiku-4.5)
-
Usefulness —
pass
(editorial-usefulness/openai/gpt-5-nano)
