Computer Vision Inspection
Catch defects on the line, not at the customer.
We build computer-vision inspection for manufacturing: image capture at the station, defect detection and classification, pass and fail decisions with confidence scores, traceable inspection logs and review queues for borderline parts.
- Defect detection
- Inspection logs
- Borderline review
Free 30-minute call with a senior specialist. Reply within one business day. Based in Jaipur, working with businesses across India.
- Discovery callFree 30 minutes with a senior specialist
- Scoped first phaseWritten scope, timeline and fixed price
- Build with weekly demosWorking software you can see every week
- Launch and supportGo-live with your team ready, then ongoing support
What is AI quality inspection with computer vision?
AI quality inspection uses cameras and computer-vision models to detect defects such as scratches, misalignment or missing parts, record each inspection with its image, and send borderline cases to a person. Stack18 builds it for Indian manufacturers, tested on your own parts and conditions before any line decision depends on it.
Last reviewed 30 October 2026 by the Stack18 delivery team in Jaipur. Security and AI governance · Pricing · About Stack18
| What it covers | Capture and set-up; Detection models; Decisions and review; Traceability; Integration and edge. |
|---|---|
| Typical first step | Discovery Sprint: 2 weeks, fixed price. |
| Build route | Fixed-scope first release: agreed in discovery; fixed price after discovery. |
| Long-term option | Transformation Pod: 12–36 months, annual contract. |
| Measured by | Defect escape rate; False reject rate; Inspection time per part; Rework cost. Each against an agreed baseline. |
| Governance | Human approval at 5 governance gates, every AI agent action logged, NDA available on request. |
| Delivery team | Based in Jaipur, India. A senior specialist replies within one business day. |
You need this when…
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Computer Vision Inspection, end to end.
Each capability is delivered by the same team on the Agentic SDLC, with your approval at every critical step.
Capture and set-up
Reliable images first.
- Camera and lighting guidance
- Station integration
- Trigger and capture rules
Detection models
Trained on your defects.
- Defect classification
- Confidence scoring
- Model versioning
Decisions and review
People handle the doubtful parts.
- Pass, fail and review outcomes
- Borderline queue
- Feedback to retrain
Traceability
Every part on record.
- Image and result per part
- Batch and machine linkage
- Defect trend reports
Integration and edge
Fits the shop floor.
- PLC or line signals where available
- Edge or server deployment
- Alerts to supervisors
A typical engagement, step by step.
Senior people lead every phase. Specialised AI agents on the Agentic SDLC handle the repetitive work, and nothing ships without your approval.
Discovery
Map how quality inspection works today, the systems and data involved, and agree the first measurable outcome.
Design
Design the workflows, roles, integrations and approval points for quality inspection.
Build in weekly demos
Your team sees working quality inspection software every week, with changes agreed in the open.
Launch and support
Data migration, training, go-live support and a measured 30-day review against the baseline.
Start small. Scale when it works.
Every engagement begins with a short, fixed-price step so you can judge the fit before committing further. See pricing.
Discovery Sprint
Teams deciding scope and priorities before they commit.
- Duration
- 2 weeks
- Pricing
- Fixed price
- Scoped plan and timeline
- Team and fixed price
- Process map or prototype
Fixed-scope first release
Teams that know what they need built.
- Duration
- Agreed in discovery
- Pricing
- Fixed price after discovery
- Written scope and acceptance criteria
- Weekly demos
- Handover with documentation
Transformation Pod
Multi-system programmes that run for years.
- Duration
- 12–36 months
- Pricing
- Annual contract
- Dedicated cross-functional team
- Quarterly business reviews
- One accountable partner
What we have shipped, and what a typical engagement looks like.
Delivered projects link to the full case study. Illustrative scenarios describe typical engagements and are not named client results.
Component manufacturer
- Challenge
- Visual checks vary by shift; rejects cannot be traced to a batch.
- What we do
- Pilot station with defect detection, image logs and a review queue.
Pilot scoped in 2 weeks
Free quality inspection review
Tell us where quality inspection hurts most. We map what to fix first, whether ready-made or custom fits, and a realistic first step.
- Where to start and why
- Ready-made vs custom view
- Indicative timeline
We agree targets before we start.
Every engagement has a baseline and a target on the measures that matter to you, reported at every read-out.
Computer Vision Inspection questions.
How accurate will it be?
It depends on the defect type, image quality and data. We measure accuracy on your own parts in a pilot and set thresholds with you before it affects any decision.
Do you supply cameras?
We specify and integrate cameras and lighting with your preferred suppliers. Hardware is quoted separately.
How many defect images do we need?
It varies. We assess your existing images in discovery and plan data collection if needed.
Can it stop the line?
It can signal rejects or alerts. Line control is agreed with your engineers and safety rules.
Does it replace inspectors?
It handles repetitive checks so inspectors focus on judgement and borderline cases.
Often combined with.
AI for Manufacturing
Automation for makers.
Explore →ExploreProduction Planning and MRP
Plan material and work orders.
Explore →ExploreAI Agent Development
Agents that finish work.
Explore →ExploreAI Governance
Approvals and audit.
Explore →ExploreLLM Evaluation and AI QA
LLM evaluation and AI QA: build test sets, measure accuracy, groundedness, safety and cost, and add regression tests before and after launch.
Explore →Guides, comparisons and proof.
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Read →Let's scope your Computer Vision Inspection project.
Tell us where you are and where you want to be. A senior specialist will reply within one business day with next steps.
- Free 30-minute consultation
- Indicative estimate after the call
- NDA available on request