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Manufacturing · Tempsens

From 5-Day Backlog to 4-Hour Quotes: AI Automation at Tempsens

92% Faster Quote Turnaround

Tempsens processed 100+ daily RFQs by hand — interpreting specs from PDFs, building BOMs, checking SAP pricing, drafting quotes. Each quote took 5 days and cost ₹22L/month in labour. 9AI's CableQuote AI engine automated the entire workflow: RFQ-to-signed-PDF in 4 hours, ₹15L/month saved, SAP data errors eliminated, 3-year ROI projected at 585%.

92%

Quote Turnaround

faster

₹15L

Monthly Savings

0%

SAP Data Errors

585%

3-Year ROI

Tempsens manufactures industrial cables and temperature measurement equipment for process industries across India and the GCC. Sales begins with an RFQ — a spec document that arrives as a PDF, Excel file, scanned image, or free-text email. An engineer must interpret it, draft a cable architecture compliant with IEC 60794, build a BOM, pull pricing from SAP, and produce a branded quote PDF — often for multiple variants of the same specification.

At 100+ RFQs per day, the team carried a 5-day queue. 480 engineer-hours per week were spent on structured data entry rather than engineering. An 8% SAP master-data error rate sent incorrect quotes to customers. Faster competitors were winning deals that Tempsens should have closed.

Why the manual process couldn't keep up:

  • RFQs arrive in unstructured formats — PDFs, scanned drawings, free-text emails
  • Cable architecture generation requires IEC 60794 domain knowledge
  • SAP BAPI pricing was a manual copy-paste step between systems
  • Quote PDF formatting required a separate design step
  • 8% SAP master-data errors caused incorrect pricing on live quotes

The engineers weren't inefficient — the workflow was broken at every stage.

Daily RFQ volume

100+

Quote turnaround time

5 days

Engineer hours/week on quotes

480 h

Monthly labour cost

₹22L

SAP master-data errors

8%

#CableQuote AI — End-to-End Automation

#Five-Stage Pipeline

1

Multi-Format Ingestion

Email listener, PDF OCR, and Excel parser extract RFQ data regardless of format. Structured spec JSON generated automatically — no human reads the incoming document.

2

GPT-4o Requirement Parser

Fine-tuned on 21,000 historical Tempsens RFQs. Extracts cable type, length, temperature range, environment class, shielding requirements, and special conditions from unstructured text with 99.4% field accuracy.

3

IEC-Compliant Architecture Generator

Constraint-based engine produces cable BOM from parsed specs — materials, shielding, armoring, and insulation automatically selected per IEC 60794. No engineer review required for standard configurations.

4

SAP BAPI Live Pricing Integration

Material costs fetched in real time from SAP via BAPI calls. Zero manual SAP entry. SAP master-data errors dropped from 8% to 0% on day one.

5

Branded Quote PDF + Digital Signature

Fully formatted Tempsens-branded PDF generated, signed, and dispatched to the customer's inbox — total pipeline runtime: under 4 hours from RFQ receipt.

#Before vs After: Quoting Operations

MetricBeforeAfterChange
Quote turnaround5 days4 hours92% faster
Engineer hours/week on quotes480 hours40 hours92% reduction
Monthly labour cost₹22L₹7L₹15L saved
SAP master-data errors8%0%Eliminated
Quote pricing accuracy91%99.4%+8.4 percentage points
Quote turnaround
Before5 days
After4 hours
Change92% faster
Engineer hours/week on quotes
Before480 hours
After40 hours
Change92% reduction
Monthly labour cost
Before₹22L
After₹7L
Change₹15L saved
SAP master-data errors
Before8%
After0%
ChangeEliminated
Quote pricing accuracy
Before91%
After99.4%
Change+8.4 percentage points

This system freed our engineers to innovate instead of keying data. Quotes reach customers in hours, not days — and they're accurate every single time.

— VP Sales Engineering, Tempsens

#Measured Outcomes

92%

Quote Speed

faster

₹15L

Monthly Savings

labour recovered

0%

SAP Errors

fully eliminated

585%

3-Year ROI

projected

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We turn your company
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A Forward Deployed Engineer learns how your business actually runs, finds where AI creates the highest impact, and works with our Embedded Team and Research Lab to build, deploy, and drive Adoption across your organization.

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