ConvoScore
A weekly quality-audit dashboard for small businesses running customer-service or sales chatbots, scoring every real conversation on helpfulness, factuality, tone, clarity, and brand-voice alignment — and ranking the worst transcripts so the owner knows what to fix this week.
Small business owners who deployed an AI customer-service chatbot and have no idea whether it's actually helping customers
- Weekly Quality Digest: scores the chatbot across helpfulness, factuality, tone, clarity, and brand-voice alignment with a 0-100 letter grade
- Auto-Flagged Transcripts: surfaces the specific customer chats where the AI hallucinated, deflected, or annoyed someone
- Trend Line Across Changes: tracks quality before/after every model swap, prompt edit, or knowledge-base update
- Actionable Fix Prompts: ranks concrete prompt or KB fixes by estimated impact on weekly score
A 2026 production-scale evaluation pipeline capable of grading 50,000 conversations/day on multiple dimensions — exactly the audit layer every small-business chatbot needs but almost none has.
80% of companies adopting/planning AI chatbots for CS and AI-CS market growing 25.8% CAGR to $47.8B by 2030, but specific SMB demand for a dedicated weekly quality-audit (vs. built-in analytics) is inferred rather than directly evidenced.75 AI Customer Service Statistics 2026 [Data & Trends] ↗65+ chatbot statistics for customer service teams in 2025 ↗
Crowded adjacent space: Chat Data and Zoho SalesIQ already provide response-quality/containment analytics, and MaestroQA targets conversation data quality — leaving a narrow niche for a multi-dimensional SMB-only weekly audit scorer.Chatbot Analytics Dashboard & AI Chatbot Metrics Platform | Chat Data ↗14+ chatbot metrics & KPI to measure in 2026 - Zoho SalesIQ ↗MaestroQA - AI Conversation Data Quality Platform ↗
SMBs already pay $29–$119/mo for chatbots and per-resolution/per-conversation pricing is common; a $29–$79/mo audit tier is plausible but unproven and small-business spend per 'nice-to-have' SaaS is shallow.AI Chatbot Pricing Comparison 2026: What 10 Platforms Actually Cost ↗Chatbot Pricing Comparison 2026 (All Platforms) ↗
AI customer service market is on a multi-year 25.8% CAGR trajectory with chatbots becoming a baseline best practice, supporting durable demand for evaluation tooling.75 AI Customer Service Statistics 2026 [Data & Trends] ↗50 Essential Chatbot Statistics for Customer Service in 2025 ↗
Buildable with LLM-as-judge + dashboard, but requires multi-platform integrations (Voiceflow, Botpress, Zoho, Intercom, etc.), prompt/eval pipeline, and ongoing per-transcript inference cost; moderate scope, not trivial.