Risk-tiered review gates for agent-generated pull requests5.5
CodeRabbit, Greptile, and Graphite are all racing toward risk-tiered auto-merge with the same 2026 study as their pitch deck, making this a crowded feature war with no durable differentiation.
Fixed-fee LLM contract redlining for SMBs5.1
AI-plus-fixed-fee-lawyer contract review is exactly Robin AI's (and LawGeex's, and a dozen legal-services startups') model, and one HN user redlining his own vendor contracts in Claude is not a market.
Hallucination-proof legal research for small jurisdictions5.0
vLex Vincent already covers small jurisdictions with verified citations and Lexis+ AI ships hallucination-checked citations, so the 'incumbents ignore small jurisdictions' gap is mostly asserted rather than demonstrated.
Intent provenance and accountability for AI-authored code4.9
No compliance lead is yet asking auditors 'who vouched for this agent's intent' — the evidence is philosophical comments about accountability, and SLSA/in-toto provenance plus a CODEOWNERS checkbox covers what buyers will actually accept.
Dual-leg plug-in home battery for US 120/240V4.9
The demand evidence is a single commenter wishing for this product, and a UL-certified dual-leg power-electronics hardware launch is a capital-heavy bet EcoFlow or Anker can flank from their existing lines at will.
Managed secure remote access for legacy refrigeration controllers4.8
Tosibox and carrier private-APN offerings already sell managed OT remote access, and the strongest evidence in the thread is a sarcastic comment explaining why the exact buyer won't deploy or pay for this.

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Correctness checks for LLM-written geospatial code4.8
The evidence is two comments about CRS mistakes; geospatial correctness linting is an open-source pyproj/geopandas companion library, not something analysts at utilities will pay $50-200/seat/mo for.
Plug-in solar compatibility and permitting checker4.8
Buyers expect this guidance free from kit retailers and nonprofits like Bright Saver, making this an SEO affiliate-content site with a $20 report nobody pays for, not a product.
Sandboxed version-pinned launcher for AI coding CLIs4.7
All the evidence is one HN thread of power users who already solved this with free DIY tools (docker, bubblewrap, srt), and Anthropic's own sandbox-runtime plus vendor changes will absorb the demand before anyone pays $10-25/dev/mo for a wrapper.
Asset inventory and exposure scanner for store controllers4.6
Asset inventory plus model-to-CVE mapping is a Shodan query and a runZero feature request away, so this is a thin feature the incumbents add the moment the vertical looks interesting.
Fleet update control and audit for AI coding agents4.4
This is endpoint inventory/policy, which Jamf/Kandji and VSCode enterprise policy will extend to cover as a feature, and the entire evidence base is a handful of annoyed users in one thread rather than any security lead asking to buy it.
Managed engineering guidance layer for coding agents4.4
Curated CLAUDE.md/Cursor rules are free markdown maintained by the same staff engineers who'd be the buyer, and rule-linting is a feature Cursor or the agent vendors ship themselves.
Minimal declarative harness manager for AI coding tools4.2
The named buyer is a Nix/dotfiles hobbyist who by definition hand-rolls this for free and will never pay $5-15/mo, making this a dotfiles plugin rather than a company.

3/16入选

零售冷藏控制器集群的安全监控

面向资源紧张的开源维护者的PR分诊闸门

面向特权案件的自托管法律大模型

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