Miriboa · pre-submission bid verification

Catch the disqualification before you submit.

Every year hundreds of 나라장터 bidders are cut not on their proposal but on the package — a missing document, a mismatched name, a price over budget. Miriboa checks your bid against what the notice actually requires, before submission, so a paperwork slip doesn’t cost you the tender.

First verification free · 1 credit ₩290,000 = up to 3 runs of one notice until it closes · Buy credits →

92.5% extraction recall · 96.5% high-confidence precision, measured on a golden benchmark. Read a full sample report ↓

the problem

Bids die on paperwork before they are ever scored.

We tallied six months of public bid-opening data from Korea’s national e-procurement system (나라장터) — every negotiated-contract service tender opened between January and July 2026: 32,319 notices, 68,912 bids, 12,796 participating companies. Hundreds of those companies were disqualified not on the strength of the proposal, but on the package itself — every one a defect type Miriboa checks before you submit.

354
companies disqualified for a missing proposal or document
64
companies disqualified for bidding over the stated project budget
16
companies disqualified for company-name or representative mismatches

Source: public G2B (나라장터) bid-opening records, tallied by Sizlon — negotiated-contract service tenders opened 2026-01-09 to 2026-07-08 (32,319 notices · 68,912 bids · 12,796 companies). Figures are distinct companies per disqualification reason.

how it works

The LLM proposes. A deterministic layer decides.

Miriboa never lets a language model have the last word. Extraction and judgment are proposed by AI, then confirmed by a deterministic layer that scores certainty and grounds every finding in the source.

  1. 01

    Parse

    HWP/HWPX, PDF, DOCX and XLSX packages are parsed and normalized — tables preserved, not dropped, including the requirements most parsers lose inside HWP tables.

  2. 02

    Extract requirements

    The AI proposes the requirement set; a critic pass filters it into a structured golden checklist.

  3. 03

    Judge compliance

    Each requirement is checked against the bid and graded — machine-certain, or needs-review.

  4. 04

    Report

    A pre-submission report lists met, missing, and deviating requirements, each grounded in the source.

measured on a golden benchmark

Measured in July 2026 on an internal golden set of 173 requirement items. The tender notices are real and published; the bid packages are synthetic, written for the benchmark. These figures describe benchmark performance and are not a guarantee of results on your own documents.

92.5%
requirement-extraction recall (full golden set, 173 items)
96.5%
machine-certain precision
18 / 19
defects caught in the adversarial judgment benchmark
sample reports

Read a full report first.

Three complete verification reports. Open one right in your browser — filter findings, unfold the source evidence, tick items off as you fix them — or download the PDF. All three are demo reports: each tender package is a real, published public tender; each bid package is synthetic, written for the demonstration — as the report itself discloses on page one.

how you get it

Miriboa is a vendor-operated verification service: you send the tender and bid package, we run the verification, and you get the report back — nothing to install, nothing to integrate. Your first verification is free (a sign-up credit); after that one credit is ₩290,000 and covers up to 3 runs of the same notice until it closes — so the package you finally submit is the one that got checked. Request verification →

Reading a notice is not the same as proving your package meets it. The paid verification does the exhaustive cross-check the free tools skip — every required document matched, line-item prices summed against the budget, names and dates reconciled across the package, each result cited — reviewed by a person, on your deadline.

Before you send — free

Before that, the reading half is free and self-serve: our Claude connector searches 나라장터 notices and reads 공고문 and 과업지시서 with tables intact, so you can pull out the deadlines, required documents and scoring yourself. Add the Claude connector →