Votes
8
Comments
1
What this means
10%Vote pace is below typical for AI Agents.
Running at 10% of comparable launches.
+100%Launching in a 100% WoW growing category.
Developer Tools had 127 launches this week vs 0 last.
15Founder Conviction Index: 15 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.
Prediction
Top-5 finish probability
2%
today
Projected end-of-day votes
8range 6–11
Trajectory
stable
Not enough snapshots yet to detect trajectory.
Speed vs peers
0.1×
10 AI Agents launches
About
Premove ITN is an open-source, context-aware inverse text normalizer built for voice agents. It turns messy ASR transcripts into structured values APIs can actually use: phone numbers, dates, times, amounts, IDs, emails, URLs, and more. Instead of generating normalized text directly, it deterministically produces valid candidates, uses a neural model to score them in sentence context, and applies exact decoding to choose compatible outputs. Open weights, Python package, real-time inference.
AI Summary
Premove ITN is an open-source, context-aware inverse text normalizer designed for voice agents, transforming ASR transcripts into structured data formats. It employs a neural model for scoring and exact decoding to generate valid outputs, available as a Python package for real-time inference.
Vote & comment velocity
Performance
Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured
Signal sources
2 of 6 active- Product Hunt8 votes · 2 snapshots
- AI analysisAI Agents
- Comment intelligence1 comments, not yet analysed
- Hacker Newsnot checked — domain is a storefront or shared
- Revenue (TrustMRR)no match on this domain
- Editorial scoringbelow the signal threshold for this pass
A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.