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Papa Corporation

AI agents

AI agents that clear the inbound work your team does by hand.

An agent reads every inbound request, even a photo of a handwritten list, matches your catalog, prices to your floor, and shops the freight. A person approves each one before it sends. It is a system, not a feature: twenty-eight scheduled jobs run behind the quote, and it learns from every sale.
Quote RQ-4471Priced to floor
From emailed request, photo attachedMatched to catalog
LineTotalMatch
  • WRC-12GWire Rope Clip, 1/2 in, Galvanized

    As sent1/2 wire rope clip galv

    $47.2099%
  • SHK-58SPScrew-Pin Anchor Shackle, 5/8 in

    As sent5/8 screw-pin shackle

    $160.0098%
  • TBK-12JJTurnbuckle, 1/2 in, size unconfirmed

    As sentturnbuckle 1/2 jaw & jaw

    Held61%
  • THB-38HHeavy-Duty Thimble, 3/8 in

    As sentthimble 3/8 hd galv

    $42.0097%
Subtotal · 3 priced lines$249.20
4 lines · 1 held for reviewQuote drafted in 6 min
IllustrativeOne inbound request, matched to the catalog and priced to the floor. The low-confidence line is held for a person.
  • Reads text, PDFs, spreadsheets, even scanned and handwritten forms
  • Prices every line against your own cost and last-paid floor, with a confidence score
  • Checks live stock across warehouses, routes to the nearest, splits when short
  • Compares freight across carriers and pre-fills the bill of lading
  • Reaches back out to quiet customers on its own, and reports the revenue it recovers
  • Every quote is reviewed and sent by a person. The agent drafts, the human decides.

The range

The same engine, pointed at different work.

The quoting agent is the flagship, but the toolkit behind it is general. A few of the agents built on it, alongside the security and permit products:

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Quoting and RFQ agents

Read every inbound request, match your catalog, price to your floor, and draft the quote. The flagship.

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Document and invoice OCR

Photograph an invoice or a parts list and get structured line items back, with price tracking and drafted reorders.

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Win-back and outreach

Find lapsed customers or net-new targets, draft emails that reference real history, and qualify the replies.

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Market-intelligence briefings

Fuse live technicals, dated catalysts, and clustered news into a written brief, delivered before the day starts.

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Job-shop and CNC quoting

Read prints and GD&T, retrieve your own past jobs, and draft quotes that win on your history, not a generic model.

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Motion and video analysis

Pose estimation reads an athlete's swing from one phone video, measures 33 tracked joints, and drafts the coaching notes.

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Prototype to production

Turn a Claude artifact, a Figma, or a spreadsheet into a real, shippable product.

The reusable engine

Why each build is fast, and low-risk.

  • +A cascade of AI models with deterministic fallbacks, so one provider outage never stops the pipeline
  • +Document and vision OCR: PDFs, spreadsheets, scanned certificates, even handwritten lists
  • +Headless-browser agents that scrape the portals and rate the carriers that have no API
  • +Human-in-the-loop by design: nothing leaves your systems until a person approves it
  • +Nightly regression suites, daily accuracy audits, and health watchdogs, so every build is production software, not a prototype

Built to be trusted

It does the work. A person still gets the last word.

It learns your catalog

It starts from your own order history and sharpens every night, learning new product names and each customer's private shorthand from every order that closes.

It flags what it is unsure of

Every line carries a confidence score. A clean quote is one click to approve; anything ambiguous is held for a person with the exact reason. It never guesses in silence.

It stays up on its own

It runs on a cascade of AI models with automatic fallbacks, so one provider's bad day never stops a quote, and a watchdog checks every moving part hour by hour.

Command centerAll systems live
14
Pending review
31
Quotes this week
88
BOLs booked · 7d
540
Mill certs · 7d
196
Win-backs · 30d
61
Orders to ERP
Automation health8 of 8 green
Quote pollerBOL pollerMill-cert nightlyWin-back dripStock syncDB backupHealth watchdogOps digest
RFQ pipelineevery line scored
31
this week
61
to ERP
Freight desk19 booked today
Coastal Freight34
Harbor Line22
Midland LTL12
Summit Carriers6
Cedar Transit2
Refreshes every 60 secondsBuilt and run by Papa Corporation
IllustrativeOne agent's command view over a whole sales operation: quotes, freight, certificates, win-backs, and its own health.

One agent, three times the quoting volume, the same team.

For a rigging-and-cable distributor, the median time from an emailed request to a finished, checked quote dropped to six minutes, from hours of manual work. Three times the volume with the same team, and a person still approves every order. The alias dictionary has taught itself past sixteen thousand product names, and over six thousand formal quotes are on the books this year, quotes that mostly never got written down at all before.

Start the hour

Let's talk

Tell me what your team does by hand, or what you want to build.