TL-MKT-01 // SUPPLIER QUOTE RECONCILIATION REV // 04 STATUS // OPERATIONAL

Compare every quote.
Trace every number.

Stop spending hours reconciling supplier quotes in spreadsheets. Get a common-scope comparison with every number linked to its original document.

PROJECT // WO-2210 WAREHOUSE LIGHTING RETROFITSTATUS // LIVE DYNAMIC PROVENANCE RAYENGINE // DETERMINISTIC 60-DIGIT MATH
INBOUND SUPPLIER QUOTES3 SOURCES
PDF // RIDGELINE ELECTRIC
Quote SQ-58213.pdf (Page 2)
Line 1: 150W LED High-Bay
Order: 12 Boxes @ $450.00 / BX (10/BX)
Terms: Net 30, Lead: 2 wks
XLSX // SUMMIT INDUSTRIAL
Summit_Quote_RevB.xlsx
Line 1: 150W LED Fixture: $48.50/ea | Line 2: PIR Sensors: $34.00/ea
[EMERGENCY SENSORS: OMITTED]
Freight: Included, Terms: Net 45
CSV // HARBOR SUPPLY
Harbor_Export_44190.csv
Freight: FOB Destination
Freight: $350.00 FOB Destination
Tax: Excluded, Terms: Net 30
STANDARDIZED CANONICAL BID TAB
Line-by-Line Verified Comparison
COMMON SCOPE BASELINE
Requested ItemQuantityRidgeline (SQ-1)Summit (SQ-2)Audit Status
150W LED High-Bay
SKU: HB-150W-5K
120 EA$45.00 / EA
NORMALIZED: $450 ÷ 10
$48.50 / EAVerified
Emergency Battery Pack
SKU: EM-90MIN
6 EA$110.00 / EA[UNQUOTED]Needs Review
Freight & Logistics
SKU: CHARGE LINE
1 LS$350.00 (FOB Dest)$0.00 (Prepaid)Verified
EVIDENCE //Quote SQ-58213.pdf, Page 2, Cell C14: "BX/10 HighBay 150W @ $450.00/bx" → Normalized: $45.00/EA
HEADLINE COMPARISON BASELINE
Reconciled comparison baseline calculated across common scope items only.
COMMON SCOPE TOTAL: $38,420.00
01 // WORKFLOW

From messy documents to verified comparison

STEP // 01

Upload

Ingest quotes as they arrive.

Supports .xlsx, .csv, .pdf (with text layer), and pasted email text. No reformatting required.

STEP // 02

Standardize

Deterministic normalization.

Automatic conversion across units of measure (count, length, weight), pack quantities (BX/10, CS/100), and currencies with strict precision.

STEP // 03

Review & Trace

Inspect uncertainty, don't hide it.

Review flagged variances, examine highlighted source fragments with one click, and approve matches.

STEP // 04

Export

Clean purchasing data.

Generate multi-sheet .xlsx workbooks with live Excel formulas and deep links to source documents.

The lowest total is not always the lowest quote.

Real supplier quotes contain structural landmines that spreadsheet totals silently conceal. Here is how Traceline surfaces what manual procurement workflows miss.

TRAP // 01 Verified

The Pack Size & Unit Mismatch

THE TRAP

Supplier A quoted per box of 10 fixtures ($450/box), while Supplier B quoted per single fixture ($48/ea).

TRACELINE'S ACTION

Normalizes instantly to unit price ($45.00 vs $48.00), preventing a 10× overbuy error.

12 BOXES (10/BX) @ $450.00/BX → $45.00/EA (UNIT PARITY)
REF: Ridgeline Quote E-421.pdf, Page 2, Line 14
TRAP // 02 Needs Review

The Omitted Scope (Common Scope Total)

THE TRAP

Supplier B appeared $4,200 cheaper on overall quoted total because they failed to quote 6 required emergency battery-backup sensors.

TRACELINE'S ACTION

Common Scope Total calculates line-for-line parity across shared items only, immediately unmasking the shortfall.

RAW TOTAL: $34,220 vs $38,420 → COMMON SCOPE: $38,420 (UNMASKED)
REF: Summit Industrial SQ-882.xlsx, Sheet 1 [Row 18 Omitted]
TRAP // 03 Warning

The Unbundled Surcharge

THE TRAP

Supplier C hid a $750 freight and handling charge in fine print at the bottom of page 3.

TRACELINE'S ACTION

Separates freight, handling, and tax into typed Charge Lines rather than silently rolling them into unit prices.

FINE PRINT: "DOCK FEE & HANDLING $750" → TYPED CHARGE LINE
REF: Harbor Supply Export 44190.csv, Note 4

Deterministic by design.

AI interprets. Code calculates. You approve.

Language models are powerful parsers but unreliable accountants. We separate pattern recognition from mathematical certainty.

[01] STATENESS-FREE EXTRACTION

AI Interprets

Large language models read messy text, identify catalog parts, and suggest pairings with zero data retention. No models are trained on your quote data.

  • Document structure & line item extraction
  • Supplier part number & catalog matching
  • Ephemeral processing: data_collection: deny
[02] DETERMINISTIC PRECISION

Code Calculates

Deterministic Python and native spreadsheet formulas handle unit math, pack conversions, and totals up to 60 digits of precision. Zero hallucinations in arithmetic.

  • Strict decimal & pack size conversions
  • Common-scope parity baseline computation
  • Native Excel formulas preserved on export
[03] HUMAN DECISION AUTHORITY

You Approve

Traceline never picks a supplier or triggers an automated purchase. The buyer inspects uncertainty hatches, reviews deviations, and retains complete decision authority.

  • Visual hatched uncertainty indicators
  • One-click source fragment audit rays
  • Full institutional purchasing governance
04 // INTEGRATION

The missing layer before your ERP.

Traceline doesn't ask you to replace your ERP or wait on an 8-month IT integration. It is the dedicated verification layer between unstructured supplier responses and your structured purchasing system.

OUTPUT // STRUCTURED .XLSX

Structured Excel Handoff

Immediate compatibility with ERP import templates.

Export structured Excel files formatted directly for your existing ERP import templates without IT delays or custom middleware. Clean purchasing data maps into SAP, NetSuite, and Coupa schemas without schema alterations.

AUDIT // FORMULAS & EVIDENCE LINKS

Formula Transparency

Auditable formulas with deep links to source documents.

Retain formula transparency: downstream auditors can inspect native Excel formulas or click directly from the exported spreadsheet back into Traceline's evidence viewer to inspect original PDF bounding boxes and source rows.

05 // TRUST & CONTROL

Commercially sensitive data handled with care.

Supplier pricing, discount tiers, and part lists are commercial secrets. We treat security as a set of verifiable structural constraints, not marketing claims.

SEC // 01 DATABASE ROW-LEVEL SECURITY

Tenant Isolation

PostgreSQL Row-Level Security (RLS) strictly enforced at the database layer. Cross-organization isolation is mathematically enforced by database schema policies.

SEC // 02 EPHEMERAL LLM INFERENCE

Zero Data Retention

LLM inference runs exclusively through zero-retention API endpoints (data_collection: deny). Customer quote files are never retained or used for model training.

SEC // 03 TIME-BOXED CUSTOMER CONSENT

Operator Access Grants

Staff access requires explicit, time-boxed authorization from customer administrators. No persistent background access to customer quote files.

SEC // 04 PERMANENT RECORD PURGE

Hard Deletion

Deleting a Comparison or Project irrevocably wipes source files and database records. No shadow copies, orphaned cache tables, or soft-deleted residual data.

Bring one real RFQ. See what it catches.

Test Traceline on an upcoming comparison. Experience pack normalization, common scope calculation, and provenance tracing on your own documents.