Decawork - Training company-specific models that approve every AI action
Our small AI models decide agent access in real time, task by task, based on your company’s interests.
Details
- External ID
- 109883
- Source
- YC
- Company
- Decawork
- Product
- Decawork - Training company-specific models that approve every AI action
- Website domain
- decawork.ai
- Launched
- Aug. 12, 2026
- Cohort
- Summer 2026
- Upvotes
- 152
- Upvotes percentile
- 0.9597701149425287
- Tags
- Artificial Intelligence, B2B, Security, Infrastructure
- Fetched at
- Sept. 30, 2026, 5 p.m.
- Updated at
- Sept. 30, 2026, 5 p.m.
Enrichment
- Theme
- ai agent infrastructure and tooling
- Vertical
- Horizontal
- Function
- Agent / copilot
- Audience
- B2B
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- control plane for internal ai agents
- Manually corrected
- False
Could you build this?
Partial An API proxy / MCP gateway that intercepts tool calls and prompts an LLM for approval is easy to vibe code, but training and hosting proprietary micro-models for ultra-low latency, real-time context-aware decisions requires specialized ML infrastructure.
What it would actually take: The product acts as an inline security reverse-proxy (Envoy/Rust-based proxy) inspecting API/MCP payloads and querying a sub-50ms specialized SLM (small language model) fine-tuned on company policies and action logs. The hard piece is building the automated synthetic data generation, continuous fine-tuning (e.g., LoRA/distillation), evaluation pipelines, and low-latency serving (vLLM/Triton) per enterprise tenant. This requires specialized ML platform engineering and systems-level network security knowledge.
Competitors
Other products that read as similar to this one — 913 launches clear the similarity bar, closest 8 shown.
Attention rank: #25 of 914 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 287 days after the earliest competitor.
- Decawork · ph · 2026-08-24 · 330 upvotes · similarity 0.73
- Carson: More secure than OpenClaw, More capable than Cowork · yc · 2026-02-26 · 57 upvotes · similarity 0.53
- agent-governor · github · 2026-09-13 · 14 upvotes · similarity 0.50
- Modern: the AI-native IT function · yc · 2026-05-12 · 6 upvotes · similarity 0.50
- Hessian: Automating business operations with forward-deployed AI agents · yc · 2026-05-22 · 12 upvotes · similarity 0.49
- Assemble: Agents for Enterprise IT · yc · 2026-07-13 · 4 upvotes · similarity 0.48
- r-doc · github · 2026-09-14 · 44 upvotes · similarity 0.48
- Descles agent control plane · ph · 2026-09-15 · 1 upvotes · similarity 0.48
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a agent / copilot tool for Agriculture yet.