MMT Token Optimizer
Reduce AI token usage without losing the outcome
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MMT Token Optimizer reduces unnecessary prompt and context usage across AI agents, RAG and API workloads while protecting required facts, instructions and outcomes. Published lab tests across 7 provider routes show measured input-token reductions from 6.54% to 22.17%, with before/after evidence and semantic outcome guards.
PH · launched Sep 20, 2026 · 1 upvote (top 69%) · 0 views
Niche: llm optimization tools · 127 launches, 9 in the last 7 days ▲ +50% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Commercial product
- API
- Developer Tools
- Artificial Intelligence
Visit website ↗ Source listing ↗
More like this: all 127 launches in llm optimization tools →
Could you build this?
Partial While an API proxy gateway is straightforward to code, developing robust semantic token reduction algorithms that preserve factual integrity across multimodal inputs without degrading model outputs requires specialized NLP/prompt research.
What it would actually take: The system sits as a low-latency reverse proxy in front of LLM providers, likely written in Go or Rust. The hard part is the proprietary compression engine: running semantic parsing, AST extraction of prompts, contextual summarization, and vector-based relevance filtering while measuring perplexity and maintaining strict output parity. Building this requires specialized ML engineering with deep expertise in prompt optimization and semantic retrieval algorithms.
Competitors
Other products that read as similar to this one : 121 launches clear the similarity bar, closest 8 shown.
Attention rank: #97 of 122 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 319 days after the earliest competitor.
- TokenSaver · ph · 2026-10-05 · 1 upvotes · similarity 0.52
- TokenCraft.AI · ph · 2026-09-18 · 1 upvotes · similarity 0.51
- ContextOS · ph · 2026-09-16 · 7 upvotes · similarity 0.46
- Token Wise · ph · 2026-09-16 · 2 upvotes · similarity 0.45
- Reducing LLM input tokens by 70% · hn · 2026-05-12 · 56 upvotes · similarity 0.45
- I nerfed our coding agents on purpose · hn · 2026-06-05 · 27 upvotes · similarity 0.44
- TokenOptim · ph · 2026-09-20 · 1 upvotes · similarity 0.44
- TokenForge · github · 2026-10-17 · 31 upvotes · similarity 0.43
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