Mentlio: Engineering Intelligence & Token Optimization for the AI-coding Era
The spend and ROI command center for the modern engineering org
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YC · launched Aug 18, 2026 · 88 upvotes (top 7%) · 1 view
Niche: ai devops and codebase management tools · 140 launches, 4 in the last 7 days ▼ -20% · Explore this niche →
Category and tags
- Horizontal
- Analytics & BI
- B2B
- AI feature
- Commercial product
- Developer Tools
- Machine Learning
- Productivity
Visit website ↗ Source listing ↗
More like this: all 140 launches in ai devops and codebase management tools →
Could you build this?
Partial An analytics dashboard and reverse proxy that logs LLM token usage is vibe-codeable, but capturing non-intrusive local IDE telemetry across fragmented developer tools without leaking source code requires deep systems engineering.
What it would actually take: The architecture requires local client daemons or IDE plugins (VS Code, JetBrains, CLI wrappers) executing lightweight local inference models (ONNX/Llama.cpp) to extract semantic productivity metrics while preserving zero-data-retention guarantees. The proxy tier involves low-latency routing, context compression, and dynamic caching, backed by a time-series analytics backend (ClickHouse) and an enterprise management UI.
Competitors
Other products that read as similar to this one : 5250 launches clear the similarity bar, closest 8 shown.
Attention rank: #343 of 5251 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 293 days after the earliest competitor.
- awesome-ai-coding-tools · github · 2026-10-08 · 12 upvotes · similarity 0.69
- Excalibur. The open-source AI coding agent for product engineers · hn · 2026-07-06 · 7 upvotes · similarity 0.68
- ai-manager · github · 2026-09-21 · 211 upvotes · similarity 0.68
- Vorelios: AI that can engineer anything · yc · 2026-11-03 · 17 upvotes · similarity 0.67
- Akmon, a Rust AI coding agent for regulated engineering · hn · 2026-05-10 · 5 upvotes · similarity 0.67
- Estack · github · 2026-10-09 · 29 upvotes · similarity 0.67
- ZCode · github · 2026-09-20 · 6686 upvotes · similarity 0.66
- jolo · github · 2026-09-10 · 30 upvotes · similarity 0.65
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.