Pilot to Production4 min read
How to Scale a Computer Vision Pilot to Production in Manufacturing
Erik KokaljJul 15, 2026Pilot to Production
Pilot to production covers how teams move a vision AI proof of concept into a production rollout across lines and sites. These posts cover scaling, staffing and avoiding pilot purgatory.
Topic: Pilot to Production
- All topics
- Tutorials711
- Explainers401
- Object Detection366
- Product Updates209
- Model Training185
- Roboflow Workflows185
- Vision Language Models146
- Manufacturing142
- Dataset Management122
- RF-DETR122
- Data Labeling105
- Roboflow Train105
- Model Deployment101
- Comparisons & Alternatives96
- Deep Learning85
- Roboflow Deploy79
- Edge AI79
- Image Segmentation78
- Case Studies77
- Video Analytics77
- Roboflow Inference75
- OCR71
- YOLO68
- Company News & Events68
- Roboflow Universe65
- Benchmarks65
- Roboflow Annotate63
- Image Classification62
- Defect Detection62
- AI Visual Inspection62
- Counting & Measurement56
- Preprocessing & Augmentation53
- Cloud & Data Platforms49
- Model Evaluation48
- Research47
- OpenAI GPT46
- Open-Source VLMs46
- Google Gemini45
- Pose & Keypoint Detection43
- Segment Anything (SAM)43
- Object Tracking42
- Embeddings & Visual Search40
- Zero-Shot & Open-Vocabulary Detection37
- Auto Label37
- Free & Open Source35
- Computer Vision34
- Sports33
- Cameras & Imaging32
- Enterprise30
- Machine Vision28
- Robotics28
- supervision28
- PLCs & Industrial Systems27
- Getting Started26
- Self-Hosting25
- Drone & Aerial Imagery23
- Healthcare & Medical Devices23
- Safety & Security23
- Process Monitoring & OEE21
- ChatGPT, Claude & Coding Agents21
- Retail20
- Inventory & Asset Tracking20
- Weights & Export20
- YOLOv519
- Active Learning & Monitoring19
- Media & Entertainment19
- Partners19
- NVIDIA Jetson18
- YOLOv818
- Vision AI18
- Research & Science17
- Pricing & Costs17
- Food, Beverage & Packaging16
- Workplace Safety & PPE16
- Label & Code Verification16
- Claude16
- Transportation & Rail15
- Infrastructure Inspection15
- Physical AI14
- Consumer Goods & CPG13
- Pilot to Production13
- Depth Estimation12
- NVIDIA12
- Buyer's Guides12
- Vision Agents11
- Agriculture11
- Automotive11
- Energy & Utilities10
- YOLO2610
- Qwen10
- Logistics9
- YOLO119
- Serverless Inference9
- Warehousing9
- Anomaly Detection9
- Action Recognition9
- Migration Guides9
- Security & Compliance9
- Raspberry Pi8
- DINO8
- Erik KokaljJul 15, 2026
AI Visual Inspection4 min readMaking Visual AI Standard Practice in Complex Manufacturing
Erik KokaljJul 8, 2026
Pilot to Production5 min readTurning Computer Vision Into Real‑World Value at Enterprise Scale
Erik KokaljJul 2, 2026
Active Learning & Monitoring4 min readHuman-in-the-Loop Computer Vision: Closing the Gap Between the Model and the Floor
Erik KokaljJun 30, 2026
Pilot to Production6 min readThe Vision AI Maturity Model: A Framework for Taking Pilots to Production Scale
Mostafa IbrahimJun 24, 2026
Pilot to Production5 min readWhat Goes in a Vision AI Solution Catalog
Contributing WriterJun 10, 2026
Pilot to Production4 min readHow to Build a Vision AI Center of Excellence
Contributing WriterJun 5, 2026
Pilot to Production5 min readWho Runs a Vision AI Program: The Builder, Scaler, Operator Model
Contributing WriterJun 4, 2026
Pilot to Production5 min readWhy Top-Down Vision AI Rollouts Fail: The Push Trap vs. the Pull Model
Contributing WriterJun 3, 2026
Pilot to Production4 min readIs Your Vision AI Program in Pilot Purgatory? A 10-Question Diagnostic
Contributing WriterJun 1, 2026
Buyer's Guides9 min readWhat to Include in a Computer Vision System RFP
Contributing WriterJan 1, 2026
Pilot to Production6 min readEvaluating Roboflow: Do You Need a Proof of Concept?
Billy AdmireSep 16, 2023
Pilot to Production4 min readAndrew Ng: "Deploying to production means you're halfway there."
Brad DwyerMar 27, 2021
