# Reddit Smoketest — FreightFlow CI/PL Document Processor **Generated:** 2026-05-13 12:25 **Product:** FreightFlow (CI/PL upload → LLM extraction → 3-column comparison → CSV export) **Target:** Freight forwarder community — validate pain, recruit beta users --- ## POST 1 — Pain Point (no product mention) **Target subreddits:** r/freightforwarding, r/supplychain, r/logistics **Account requirement:** Any account, low karma OK **Title:** `How do you actually catch CI/PL discrepancies before they become customs problems?` **Body:** We run maybe 50 shipments a month and I'd guess at least 30% have something that doesn't line up between the commercial invoice and packing list. Different quantities on a line item, descriptions worded differently, a unit price that's off by a few cents. Usually small stuff, but customs doesn't care about "usually." Our current system is someone prints both documents and goes through them side by side with a red pen. It works until it doesn't. We still get surprises maybe once a month when something slips through, especially on multi-SKU shipments where you're comparing 40 line items at 5pm on a Friday. I've tried setting up Excel templates to cross-reference but suppliers send PDFs anyway, so you end up manually entering the numbers you're trying to avoid entering. Curious how other ops teams handle this. Is there a smarter workflow I'm missing or is everyone just doing the red pen thing? --- ## POST 2 — Builder Story (50+ karma accounts) **Target subreddits:** r/SaaS, r/freightforwarding, r/automation **Account requirement:** 50+ karma **Title:** `I built a CI/PL comparison tool after watching my ops team spend 30 minutes per shipment catching the same document errors — looking for freight forwarders to test it` **Body:** I work with a small freight forwarder. About 60 shipments a month. Every single shipment requires someone to compare the commercial invoice against the packing list manually — quantities, descriptions, weights, unit prices. Has to match before you file the export declaration. I actually timed how long this took. Median was 28 minutes per shipment. Complex multi-SKU shipments hit 90 minutes. Across 60 shipments a month, that's somewhere between 28 and 90 hours of someone's time spent reading two PDFs side by side. So I built something. You upload the CI and PL (PDF or image), an LLM reads both documents, and it puts the fields in a three-column view with mismatches flagged automatically. You review what it found, correct anything wrong, then export to CSV or copy the SI template directly. Honest caveats up front: accuracy drops on bad scans, and it occasionally confuses similar line items on dense invoices. I'm still working on those. What I genuinely don't know yet is whether the comparison step is where time actually gets lost, or if it's something else downstream. Happy to find out I've built the wrong thing. If you're regularly comparing shipping documents and want to run it against real shipments, DM me. Free for the first group. --- ## POST 3 — Comment Insertion **Use in:** threads about document prep, customs errors, SI submission pain, data entry time **Comment:** > We started running our CIs and PL through an AI extraction step before filing. Reads both documents, flags anything that doesn't match. Caught three quantity discrepancies last month that would have been a problem at customs. Happy to share details if useful. --- ## DM Template *(Send to people who comment about CI/PL errors, manual document review, customs corrections)* > Hey [name] — saw your comment about [specific thing they mentioned — the red pen method / customs correction / quantity mismatch]. > > That's the exact problem I've been trying to fix. I'm building something that reads CI and PL PDFs and automatically flags the discrepancies — quantities, descriptions, anything that doesn't line up between the two documents. You review what it found, confirm or correct, then export. > > Not here to pitch. If you're open to it, I'd love to understand how you handle the comparison step today. Even a 15-minute call would help a lot — just trying to figure out whether I'm solving the right part of the problem. > > No agenda, just questions. --- ## Posting Strategy **Week 1:** Post the pain-point post on r/freightforwarding only. Don't mention any product. Watch who replies with specific pain — those are DM targets. **Week 2:** If pain post gets traction and account has karma, post the builder story on r/SaaS or r/automation. **Comment insertions:** Drop in active threads where someone mentions document prep time, customs rejections, or data entry volume. **Don't post both on the same day in the same subreddit.** Space 3-4 days apart. Reddit's spam detection picks up same-account patterns. --- ## Key Differentiator from Previous Posts The May 9 smoketest covered general document assembly and cutoff tracking. This batch is specifically about **CI vs PL comparison and conflict detection** — the mismatch-checking step that happens before submission. Keep the framing narrow: it's not about automating all freight ops, it's about one specific painful step.