Sample report
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Feature evaluation
Acme Commerce · ecommerce platform for SMBs · ~$2M ARR
Idea submitted
"Add AI-generated reply suggestions to our merchant support inbox. When a customer sends a message, surface 3 draft replies the merchant can send with one click. Trained on their past reply history."
Bull Case — Idea Champion
Addresses #1 pain in ICP interviews
Support time ranked top-3 friction in 6 of 8 merchant interviews conducted Q1.
No direct competitor at SMB price tier
Gorgias and Zendesk AI both require $300+/mo plans. Acme's ICP is $49–$149/mo.
Search volume rising — 3yr CAGR 42%
'AI customer reply' and related queries up significantly; no sign of plateau.
Estimated 2-week build
OpenAI fine-tuning API reduces custom training complexity. Low integration risk.
Bear Case — Devil's Advocate
Shopify announced similar feature at Connect 2025
Launches in GA estimated Q3. If Acme ships after GA, differentiation collapses for Shopify merchants.
Power users may prefer manual control
High-volume merchants often have brand voice guides. Auto-suggestions risk off-brand replies.
Third-party API introduces SLA dependency
OpenAI's 99.5% SLA means ~3.6hrs downtime/month. Support feature with known outages is a trust risk.
Ship only if
You can ship before Q3 — specifically before Shopify's feature lands in GA for your merchant tier.
Engineering confirms the OpenAI fine-tuning integration is feasible within the 2-week estimate during sprint planning.
You add a manual override — let merchants edit or dismiss suggestions. This preserves brand voice and reduces the trust risk.
Untested assumptions
Merchants will discover the feature without onboarding prompts — activation depends on feature visibility in the inbox UI.
OpenAI rate limits won't affect p95 reply latency at scale — needs load testing before launch.
Past reply history is sufficient training data for most merchants — new merchants with <6 months of data may see degraded suggestion quality.
Score breakdown
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