How to Run a Camera-AI Pilot in Your Factory (30-Day Plan, India)
Run a camera-AI pilot on exactly two areas for 30 days: your gate/weighbridge and one production or safety hotspot. Baseline seven numbers in week one, cap the spend at an all-inclusive rupee figure agreed up front, and write a 30-day exit clause with no lock-in. If it does not show a rupee result by day 30, walk away.
You run a plant with 200 to 1000 workers — maybe in Chakan, Hosur, Sanand, Ludhiana, Coimbatore or Bhiwadi. You already have 40 dumb CCTV cameras nobody watches. A vendor is now selling you "AI". This page is the pilot spec you hand him, so the burden of proof sits on his side of the table, not yours.
Key points
- Two areas, not twenty. Pick the gate/weighbridge (money leaves there) and one shop-floor hotspot (safety or output). A pilot that watches everything proves nothing.
- Baseline before you install. Seven numbers, measured for 7 days on paper, before a single camera is re-pointed. Without a baseline you cannot argue about results on day 30.
- Cap the money in writing. Ask for one all-inclusive pilot fee covering hardware, installation, cabling and tuning visits. Compare it against what a manned post actually costs you: a single guard runs roughly ₹13,000–27,000/month depending on city and statutory loading (Knighthood), and a 24×7 post needs three to four of them plus reliefs. The like-for-like arithmetic is in /cost/security-guard-vs-ai-camera-cost-india/.
- Clear compliance before day 1, not day 29. The Occupational Safety, Health and Working Conditions Code, 2020 replaced the Factories Act 1948 on 21 November 2025, and the OSH (Central) Rules, 2026, notified 8 May 2026, carry the detail (SCC Online). Note the split: once your state notifies its own OSH rules, the state rules are your operative rulebook, not the Central Rules.
- Worker notice is not optional. The DPDP Rules, 2025 were notified on 13 November 2025 and took effect 14 November 2025, with the substantive duties — notice, purpose limitation, retention, erasure, security — enforced from 14 May 2027 (PIB notification). Put the notice up in week one — see /compliance/worker-cctv-privacy-notice-dpdp-india/.
- Hardware has a new gate. Since 1 April 2026 a CCTV camera can only be sold in India if it carries BIS registration (IS 13252 safety) and ER-01 security certification tested through STQC-approved labs (BIS CRS CCTV guidelines). Ask the vendor for the certificate number for the exact SKU before you accept a single box — details in /india/bis-stqc-2026-factory-camera-compliance/.
- Decide the exit on day 0. 30-day term, month-to-month after, your data, no rip-out penalty. The clauses are drafted below.
Step 1: Pick the two areas — and only two
Almost every mid-size Indian plant leaks money in the same two places.
Area A — gate and weighbridge. Inward/outward vehicles, tare and gross weighing, scrap loading, the driver-and-guard conversation nobody records. This is where scrap, copper, packing material and finished goods walk out. It is also the easiest area to convert into rupees, because every event has an invoice or a weighment slip attached to it. Detail in /efficiency/gate-weighbridge-material-pilferage-cameras-india/.
Area B — one shop-floor hotspot. Choose one:
- the bottleneck machine or line where you suspect idle time,
- the press or guarding zone where your safety officer already worries,
- or the night-shift area if women work outside 6 a.m.–7 p.m. Section 43 of the OSH Code permits that "with their consent", subject to conditions the government prescribes; the Central Rules 2026 spell those out — written consent, safe pick-up and drop, lit entry, exit and passages, toilets and drinking water nearby, displayed helpline numbers, and a workplace "equipped with CCTV surveillance".
Do not add a third area. A third area doubles the argument surface and halves the chance of a clean verdict on day 30. Camera placement for both zones is covered in /cameras-and-placement/where-to-place-cameras-shop-floor/.
Step 2: Baseline seven numbers in week one
Measure these on paper for seven working days before the AI goes live. Your supervisor can do it with a register and a phone.
| # | Baseline metric | How to measure (7 days, manual) | Why it converts to rupees |
|---|---|---|---|
| 1 | Scrap/outward vehicles per day | Gate register count | Denominator for pilferage rate |
| 2 | Weighment variance | Slip weight vs. billed weight, per trip | ₹ per tonne × variance |
| 3 | Unlogged gate events | Count vehicles in/out not in the register | Direct leakage indicator |
| 4 | Line idle minutes per shift | Supervisor spot-check, 4 rounds/shift | Idle min × contribution/min |
| 5 | PPE non-compliance count | 3 random walk-throughs/shift | Incident and inspection exposure |
| 6 | Near-miss / stoppage reports | Existing safety register | Baseline for safety claim |
| 7 | Minutes/day the owner or GM spends chasing "what happened" | Honest self-estimate | Your own time has a rate |
Write these seven numbers on one sheet, signed by you and the vendor, before installation. That sheet is the entire commercial argument on day 30.
Step 3: The 30-day calendar
| Days | What happens | Who owns it | Gate to pass |
|---|---|---|---|
| 1–7 | Baseline measurement; CCTV notice posted in the local language + English; written consent record for night-shift women; banned-area map signed | You + HR | Signed baseline sheet |
| 8–10 | Install/re-point 6–10 cameras across the two areas; PoE and network check; BIS/ER-01 certificate copies collected per SKU | Vendor | Clear night footage at the weighbridge, plate readable |
| 11–14 | Tuning week. Expect false alerts. Vendor adjusts zones, thresholds, shift timings | Vendor | Alert volume down to a level your supervisor will actually read |
| 15–28 | Live running. One daily message to the owner, one weekly review meeting of 30 minutes | You | Daily report arrives 14 days running without you asking |
| 29–30 | Verdict meeting. Compare the seven baseline numbers. Decide: scale, extend once, or exit | You | Written rupee result, or you exit |
If the vendor cannot get the daily report to land reliably by day 20, that is your answer. Reliability of the boring daily message is a better predictor of long-term value than any demo of fancy detection.
Step 4: What success looks like in rupees
Do not accept "94% accuracy" as a result. Accuracy is a vendor metric. Yours is money.
Pick two of these before the pilot starts and write them into the order:
- Gate leakage: unlogged outward movements drop by more than half, or weighment variance narrows by a defined ₹/tonne. As an illustration of the scale, not a promise: on a plant moving 15 tonnes of scrap a month, recovering a 2% variance at ₹35/kg is about ₹10,500/month — modest, but it repeats. Use your own tonnage and your own realised scrap rate.
- Guard hours redeployed: one 24×7 post is three to four guards plus reliefs. If the pilot lets you convert one post from watching to responding, you are moving a five-figure monthly cost, not deleting it — do the arithmetic on your own agency invoice.
- Idle minutes: if the pilot exposes 20 idle minutes per shift on a bottleneck line and you recover half, multiply by your contribution per minute. This number is usually the largest and the hardest to argue about — so define how it will be counted before day 1.
- Owner time: 30 minutes a day of "call the supervisor and find out" removed. Not a P&L line, but it is why most owners actually keep the system.
Do the full arithmetic against your own numbers in /cost/does-camera-ai-pay-for-itself-india/ and price the hardware honestly in /cost/factory-camera-ai-system-cost-india/.
Step 5: What cameras do NOT do — read this before you sign
We sell camera AI. We would rather you buy it with clear eyes.
- Cameras do not stop theft. They change who gets caught, and when. If your gate process itself is loose — no serial-numbered slips, no second signature — the camera just records a well-lit loss.
- AI does not replace supervision. It reallocates attention. A plant with no one to act on an alert at 2 a.m. gains nothing from a 2 a.m. alert.
- Detection quality drops where your plant is worst. Steam, welding flash, dust, backlit shutter doors, oil on the lens, weak lighting at the scrap yard. If a zone is dark, the honest fix is a cheap light, not an expensive camera.
- Some things are simply out of bounds. Toilets, change rooms, crèche and medical rooms — see /compliance/cctv-banned-areas-factory-india/. A vendor who offers to cover them is telling you what he thinks of your legal exposure.
- No law tells you to camera your production line. Nothing in the OSH Code or the Central Rules 2026 obliges a factory to watch its presses, dye house or assembly line, and neither sets a national camera specification or retention figure. Line coverage is a theft-and-efficiency decision. Anyone quoting you a "statutory camera spec" is quoting a state condition, a tender term or their own product sheet.
- Monitoring has an industrial-relations cost. A system introduced without notice and a worker-facing explanation can cost you more in a week of friction than it saves in a year.
- A 30-day pilot cannot prove a safety claim. Serious incidents are rare. A pilot can prove leading indicators — PPE compliance, danger-zone entries — not injury reduction. Any vendor promising injury statistics in 30 days is guessing. See /safety/ppe-helmet-detection-indian-factories/.
Step 6: Contract terms that let you walk away
Hand these eight lines to the vendor. If he objects to more than two, you have learned something useful for ₹0.
- Term: 30 days, then month-to-month. No annual lock-in during the pilot.
- Price cap: all-inclusive pilot fee stated in rupees, including installation, cabling, PoE, mounts, travel and tuning visits. No "extras billed at actuals."
- Exit: on day 30 you may terminate with no penalty. Vendor removes his equipment within 15 days at his cost, and makes good the wall.
- Your existing cameras stay yours. If the pilot rides on your NVR, no firmware change or password change without written approval — see /cost/nvr-vs-cloud-vms-factory-video-storage-india/.
- Data: footage and derived data are yours. Retention period stated in days (/compliance/cctv-footage-retention-period-india-factories/), storage location stated (India or not), deletion certificate on exit.
- DPDP: the factory is the data fiduciary and the vendor is your processor — say so in writing, bar use of your footage to train models without written consent, and require support for breach notification. Build to this now: substantive duties bite on 14 May 2027, and retrofitting policy onto a live deployment costs more.
- Hardware compliance: every camera supplied carries valid BIS registration and ER-01 security certification for that exact model and firmware build; certificate numbers listed in an annexure. Non-compliant boxes replaced free.
- Success test: the seven baseline numbers, the two chosen rupee metrics, and the date of the verdict meeting — written into the order, signed by both sides.
Add one more line if you are financing it: keep the pilot on opex so a failed pilot does not sit on your books. Options in /cost/msme-financing-factory-camera-system-india/.
FAQ
How much should a 30-day camera-AI pilot cost in India? There is no published market rate, so treat any number as a negotiating anchor rather than a benchmark. What matters is the shape of the quote: one all-inclusive figure for two areas and roughly 6–10 cameras, materially lower if it rides on cameras you already own. Be suspicious at both ends — a near-free pilot usually gets recovered in a long lock-in, and a quote the size of a full rollout is not a pilot, it is a project wearing a pilot's clothes.
Can I run the pilot on my existing CCTV instead of buying new cameras? Often yes, if the streams are 2MP or better and the gate area is lit. The usual blockers are dark scrap yards, cameras aimed at ceilings, and NVRs with no spare bandwidth. Insist the vendor does a free stream audit in week one and tells you in writing which existing cameras are usable and which are not. Note that the BIS/ER-01 sale rules apply to cameras sold to you from 1 April 2026 — they are not a retrospective order to rip out installed stock.
Do I need worker consent to run the pilot? For general workplace monitoring, a clear posted notice, a single lawful purpose and minimal capture matter more than signed consent — those duties are enforceable from 14 May 2027, so build them in now. Separately, and regardless of DPDP: if women work outside 6 a.m.–7 p.m., the OSH Code requires their consent for the shift itself and the Central Rules 2026 require the written consent, transport, lighting and CCTV package. Document both, and check your state's notified rules.
What if the pilot shows nothing? That is a valid, cheap outcome — and more common than vendors admit. It usually means the loss was not in the area you watched, or your process, not your visibility, is the problem. Exit on day 30, keep the baseline sheet, and re-run the pilot on a different area next quarter with the same seven numbers.
Should the pilot start at the gate or on the shop floor? Start at the gate. Gate events map to slips, invoices and weights, so the rupee argument is unarguable within 30 days. Shop-floor productivity gains are usually bigger but slower to prove, and they invite disputes about how idle time was counted. Prove the cheap case first, then extend.
Who inside the plant should own the pilot? Not IT. Give it to the person who loses sleep over the number you are trying to move — the works manager for output, the safety officer for danger zones, the accounts head for gate leakage. The owner should personally attend only two meetings: day 1 and day 30.
This is operational guidance for plant owners, not legal advice. Labour rules are moving state by state through 2026 — verify against your own state's current gazette notification before acting.