Diqqa · Pitch Deck
Industrial · QUALITY INSPECTION
Diqqaدقة
Every unit inspected at line speed — defects caught before they leave the plant, not after a customer complains.
neuriya.ai — Sovereign, Arabic-first enterprise AI
Problem
Defects are still caught by a human eye at the end of the line, if at all
- Manual visual inspection is inconsistent shift-to-shift and can't keep pace with line speed, so units pass with unnoticed weld, scratch, or dimensional defects.
- Defects that are caught rarely carry evidence, so a supplier or customer dispute comes down to one inspector's word against another's.
- Confirmed defective units aren't automatically held from shipment — the gap between detection and disposition is where recalls originate.
- Plant managers can't tell which line, shift, or station is actually driving quality cost, because defect data isn't tracked systematically per line.
Solution
Every unit inspected at line speed, with evidence attached to every call
Product
Diqqa in action
How it works
From first touch to outcome
Install
Cameras are positioned at existing inspection points on the line — no rebuild of production equipment required.
Detect
Every unit is scored against trained defect models as it passes, in well under a second per unit.
Disposition
Flagged units are automatically held; the line supervisor reviews evidence and decides rework or scrap.
Improve
Defect trends by line and shift feed back into process improvement, not just downstream inspection.
Market
Sizing the opportunity
- TAM — $1.3B. MENA machine-vision & industrial AI inspection market
- SAM — $150M. Saudi manufacturing quality-inspection CV market
- SOM — $11M. 3-year obtainable share via design-partner manufacturers
Vision 2030's NIDLP push to grow domestic manufacturing and reduce import dependence is raising the quality bar Saudi plants are held to, making automated, evidence-backed inspection a competitiveness requirement rather than a nice-to-have.
Business model
How Diqqa makes money
Per-camera-station license
Subscription priced by number of inspection stations under active monitoring.
Defect-analytics subscription
Recurring fee for per-line defect-trend dashboards and quality reporting.
Installation & model-calibration fee
One-time fee for camera-station setup and defect-model calibration to the plant's own products.
Revenue streams
Where the revenue actually comes from
Competition
Where we win
Our edge
- Runs at existing line speed with no throughput penalty, so adoption doesn't require a production slowdown to prove value.
- Every detection carries a calibrated confidence score and full image evidence, turning disputes into a fact-check instead of an argument.
- Sovereign, in-Kingdom deployment for defect imagery and evidence data, satisfying PDPL and ISO 27001 requirements plant IT teams already answer to.
- Founding team combines Saudi manufacturing operations experience with computer-vision engineering.
Traction
Early validation, built for pilot readiness
- Full quality-inspection product experience built end-to-end: real-time defect dashboard, defect case log with image evidence, and per-line analytics.
- Architecture pre-aligned to ISO 9001, SASO, PDPL, and ISO 27001.
- Actively selecting design-partner manufacturers for a first pilot cohort.
Go-to-market
Land on one line's camera stations, expand to full-plant coverage
- 1Land with 1-2 design-partner manufacturers, starting on a single production line's existing inspection points.
- 2Prove defect-catch-rate and quarantine accuracy over a pilot quarter against current manual inspection.
- 3Expand to additional lines and plants within the same manufacturer, then to sector peers via SASO-aligned referrals.
Team
Built by operators, not just builders
The ask
Raising a seed round to reach first manufacturer pilots
We're raising to fund defect-model development across common industrial defect types, on-premise deployment tooling, and the core team through first-revenue pilot deployments.