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Lighthouz AI: AI to automate AP and AR for freight brokers and 3PLs

3PLs invoice customers within 24 hours of delivery & get paid 5 days faster

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YC · launched Dec 22, 2025 · 16 upvotes (top 76%) · 0 views

Niche: automated accounting and tax software · 146 launches, 12 in the last 7 days · Explore this niche →

Category and tags

  • Logistics
  • Workflow automation
  • B2B
  • AI-native
  • Commercial product
  • SaaS
  • Workflow Automation
  • Logistics
  • Supply Chain
  • AI

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Could you build this?

No Automating freight bill auditing and AR/AP across disparate legacy logistics systems requires deep integration with enterprise TMS platforms (McLeod, TMW) and specialized domain knowledge of freight tariffs, accessorial charges, and EDI.

What it would actually take: A real system requires an integration hub connecting to legacy on-prem and cloud TMS/ERP systems via EDI (210, 204, 214) and proprietary APIs/DB connectors, alongside a document pipeline using OCR and LLMs fine-tuned to extract multi-page bills of lading and rate confirmations. The core challenge is handling intricate freight tariff rating engines, complex accessorial rules (fuel surcharges, detention fees), and automated dunning/settlement reconciliation across thousands of messy vendor formats, requiring veteran freight tech domain engineers and enterprise SOC2 compliance.

Competitors

Other products that read as similar to this one : 629 launches clear the similarity bar, closest 8 shown.

Attention rank: #530 of 630 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 52 days after the earliest competitor.

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.