Manufacturing & Industrial · Solutions & Validated Providers

Find a Physical AI Solution for Your Factory Floor - and a Partner to Deliver It

Explore 31 manufacturing use cases across Remote Monitoring & IoT, IIoT & Predictive Monitoring, RTLS, Vision AI, Robotics, Asset Management, Supply Chain Monitoring, Industrial Safety and Edge AI. Each solution explains the operational problem, the proposed implementation and the pilot scope so your team can evaluate a proof of concept before requesting a quote.

Review draft · sample provider data
31solution cards
9solution types · 3 - 6 use cases each
3validated providers shown per solution
₹6k - ₹3.5Lpilot BOM range · POC cost only

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System integrators, OEMs and engineering firms: choose the solutions you deliver, add your company details and one case study per solution type. Once validated, you appear on the matching solution cards and receive client quote requests.

Asset Management MI-AM

Know what you own, where it is, how much it is used and when it is due — RFID and NFC tagging, run-hour logging and calibration tracking that replace the annual audit with a live register.

MI-AM-02 Assets

Asset Utilisation & Idle-Asset Detection

Problem
Machines, compressors and gensets sit idle while new ones are bought, because nobody knows the real run-hours.
Solution
Deploy a focused pilot using BLE · LoRaWAN. The pilot will demonstrate: A clip-on logger on each asset records run-hours and utilisation %, exposing idle assets to redeploy before buying more.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹72,000 POC BOM cost only
View BOM Request Quote
MI-AM-03 Assets

Calibration & Inspection Compliance Tracking

Problem
Gauges, torque tools and lifting gear drift out of calibration unnoticed until an audit or a failure finds them.
Solution
Deploy a focused pilot using NFC · Mobile. The pilot will demonstrate: An NFC tag on each item; a tap logs the inspection, shows history and due date, and overdue items alert the owner.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹60,000 POC BOM cost only
View BOM Request Quote
MI-AM-01 Assets

RFID Digital Asset Register & Audit

Problem
Fixed-asset audits take weeks of walking the plant with a clipboard, and ghost assets stay on the books.
Solution
Deploy a focused pilot using RFID · Mobile. The pilot will demonstrate: Every asset gets a UHF RFID label; a handheld reader audits a bay in minutes and the register updates itself.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹68,000 POC BOM cost only
View BOM Request Quote

Edge AI MI-EAI

Inference on site instead of in the cloud — from TinyML on microcontrollers to local LLMs, RAG pipelines and secure generative AI on plant-side compute.

MI-EAI-01 Edge AI

Acoustic Anomaly Detection (TinyML)

Problem
Compressors, gearboxes and fans sound different before they fail, but only to an experienced ear.
Solution
Deploy a focused pilot using TinyML · MCU. The pilot will demonstrate: A microcontroller listening to one machine, trained on normal sound, flagging abnormal sound on-device without cloud.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹6,000 – 12,000 BOM component total: ₹5,500 POC BOM cost only
View BOM Request Quote
MI-EAI-04 Edge AI

Local LLM Compute Node for the Plant

Problem
Engineers want an AI assistant for manuals, SOPs and fault codes, but plant data cannot go to a public cloud API.
Solution
Deploy a focused pilot using Local LLM · GPU/NPU. The pilot will demonstrate: A 7–8B open-weight model runs fully on-premise on a compact GPU/NPU box and answers shop-floor questions over the LAN.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹1,20,000 – 2,50,000 BOM component total: ₹1,54,000 POC BOM cost only
View BOM Request Quote
MI-EAI-03 Edge AI

Offline Edge Gateway with Local Inference

Problem
Plant networks are unreliable and data cannot always leave site, yet alarms must work when the internet does not.
Solution
Deploy a focused pilot using SBC · MQTT · Modbus. The pilot will demonstrate: An industrial SBC runs MQTT, Modbus polling, a local anomaly model and a LAN dashboard, syncing to cloud only when available.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹22,000 – 38,000 BOM component total: ₹23,500 POC BOM cost only
View BOM Request Quote
MI-EAI-02 Edge AI

On-device Vibration Anomaly & Tool Wear

Problem
Sending raw vibration data to the cloud is costly; the plant needs a verdict at the sensor, not a data lake.
Solution
Deploy a focused pilot using TinyML · BLE. The pilot will demonstrate: IMU on a spindle or tool holder classifying normal vs. worn vs. abnormal on the MCU, sending only events over BLE/LoRa.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹7,000 – 14,000 BOM component total: ₹7,000 POC BOM cost only
View BOM Request Quote
MI-EAI-05 Edge AI

On-Premise RAG Pipeline over Plant Documents

Problem
Manuals, drawings, SOPs and incident reports are scattered across drives; answers depend on who is on shift.
Solution
Deploy a focused pilot using RAG · Vector DB · Local LLM. The pilot will demonstrate: Local RAG indexes 500+ plant documents and answers with citations, e.g. how to reset drive fault F07 on line 3.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹1,40,000 – 2,80,000 BOM component total: ₹1,54,000 POC BOM cost only
View BOM Request Quote
MI-EAI-06 Edge AI

Secure Contextual Generative AI Workstation

Problem
Teams want GenAI to draft reports and RCA summaries from live machine data inside an air-gapped, regulated plant.
Solution
Deploy a focused pilot using GenAI · Secure · Air-gapped. The pilot will demonstrate: An isolated node pulls context from MQTT/Modbus and the RAG store to draft shift reports and RCAs, with RBAC, audit log and zero outbound traffic.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹1,80,000 – 3,50,000 BOM component total: ₹1,71,000 POC BOM cost only
View BOM Request Quote

IIoT & Predictive Monitoring MI-PM

Machine-level data — vibration, current, PLC registers and process instruments — turned into condition monitoring, OEE and a warning before the breakdown.

MI-PM-02 Predictive

Legacy Machine Utilisation & OEE

Problem
Older CNC and presses have no network port; run/idle/down time is estimated from operator sheets.
Solution
Deploy a focused pilot using Modbus · MQTT. The pilot will demonstrate: Live machine status from PLC registers or a CT clamp, automatic downtime capture and a first OEE number per shift.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹25,000 – 40,000 BOM component total: ₹20,800 POC BOM cost only
View BOM Request Quote
MI-PM-03 Predictive

Tank, Silo & Valve Monitoring

Problem
Chemical, coolant and raw-material tanks are dipped manually; valve positions are checked on rounds.
Solution
Deploy a focused pilot using LoRaWAN. The pilot will demonstrate: Remote level percentage with low-level alarm and valve open/closed state on two assets.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹50,000 – 70,000 BOM component total: ₹62,200 POC BOM cost only
View BOM Request Quote
MI-PM-01 Predictive

Vibration-based Predictive Maintenance

Problem
Motors, pumps and fans fail without warning; scheduled maintenance replaces good bearings and misses bad ones.
Solution
Deploy a focused pilot using LoRaWAN · BLE. The pilot will demonstrate: Baseline vibration signature on three assets, ISO 10816 severity band, and an alert before a seeded fault progresses.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹60,000 – 80,000 BOM component total: ₹63,000 POC BOM cost only
View BOM Request Quote

Industrial Safety MI-IS

Worker safety, gas safety and perimeter security in one place — intelligent helmets, wearables and connected PPE, gas and lone-worker protection, and intrusion detection along the fence line.

MI-IS-03 Safety

Connected PPE & Lone-Worker Gas Safety

Problem
Confined-space and lone workers depend on a buddy check and a gas meter nobody can see remotely.
Solution
Deploy a focused pilot using Gas · Wearable · LoRaWAN. The pilot will demonstrate: Wearable gas detectors and man-down badges send gas and no-motion alarms with location; a missed check-in auto-escalates.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹1,10,000 – 1,60,000 BOM component total: ₹1,12,500 POC BOM cost only
View BOM Request Quote
MI-IS-01 Safety

Intelligent Helmet for Impact, Fall & Proximity

Problem
Falls, head impacts and forklift strikes are only discovered after the injury; the helmet carries no sensing.
Solution
Deploy a focused pilot using Helmet · BLE · LoRaWAN. The pilot will demonstrate: Smart helmets detect impact, fall and helmet-off, warn within 3 m of a moving forklift, and raise SOS to a supervisor in seconds.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹90,000 – 1,25,000 BOM component total: ₹1,00,500 POC BOM cost only
View BOM Request Quote
MI-IS-04 Safety

Perimeter Intrusion & Restricted-Zone Detection

Problem
Yard and fence-line intrusions, and people wandering into hazardous zones, are found on CCTV the next morning.
Solution
Deploy a focused pilot using LoRaWAN · Vision AI · Security. The pilot will demonstrate: Fence-vibration and PIR sensors plus an AI camera flag a breach or a person in a restricted zone and alert security within seconds.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹84,500 POC BOM cost only
View BOM Request Quote
MI-IS-02 Safety

Wearable Fatigue, Heat-Stress & Vitals Monitoring

Problem
Furnace, foundry and outdoor crews suffer heat stress and fatigue that only shows up as a collapse or near-miss.
Solution
Deploy a focused pilot using Wearable · BLE · LoRaWAN. The pilot will demonstrate: Wearables stream heart rate, skin temperature and activity; a per-worker heat-stress index triggers a mandatory cool-down alert.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹80,000 – 1,15,000 BOM component total: ₹91,500 POC BOM cost only
View BOM Request Quote

Remote Monitoring & IoT MI-RM

See the plant from anywhere — environment, energy and utilities online without pulling cable. Battery-powered sensors, LoRaWAN or BLE to a gateway, a dashboard and alerts in a day.

MI-RM-02 Remote Monitoring

Machine Energy Monitoring

Problem
One meter for the whole plant hides which machines waste power on idle and which shifts run inefficiently.
Solution
Deploy a focused pilot using LoRaWAN · Modbus. The pilot will demonstrate: Per-machine kWh, idle vs. run power profile, and a cost-per-shift view for three machines.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹40,000 – 55,000 BOM component total: ₹46,800 POC BOM cost only
View BOM Request Quote
MI-RM-03 Remote Monitoring

Shop-floor Air Quality & Compliance

Problem
Welding, painting and grinding zones have no live record of CO₂, particulate or VOC exposure for audits.
Solution
Deploy a focused pilot using LoRaWAN. The pilot will demonstrate: Zone-wise AQ index, exposure-hours report and alert when ventilation should be increased.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
More
Pilot BOM ₹35,000 – 50,000 BOM component total: ₹41,200 POC BOM cost only
View BOM Request Quote
MI-RM-01 Remote Monitoring

Wireless Temperature & Humidity Monitoring

Problem
Stores, cleanrooms and curing areas are logged on clipboards; excursions are found after the batch is spoiled.
Solution
Deploy a focused pilot using LoRaWAN. The pilot will demonstrate: Continuous logging with SMS/email alerts on threshold breach, and a 30-day trend per room.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
More
Pilot BOM ₹45,000 – 60,000 BOM component total: ₹44,000 POC BOM cost only
View BOM Request Quote

Robotics MI-ROB

Desktop and floor-scale robotic prototypes for material movement, pick-and-place and sorting, built on hobby-to-industrial controllers.

MI-ROB-03 Robotics

Automated Conveyor Sorting Cell

Problem
Mixed parts are sorted by hand at the end of a line; a divert-and-sort cell needs a table-top proof.
Solution
Deploy a focused pilot using Robotics · Sensors. The pilot will demonstrate: Parts sorted into three bins by colour or size on a mini conveyor with counts per bin and a jam alarm.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹18,000 – 30,000 BOM component total: ₹18,800 POC BOM cost only
View BOM Request Quote
MI-ROB-01 Robotics

Autonomous Material Cart (AMR) Prototype

Problem
Operators walk components between stations; a small autonomous cart would free them but the case is unproven.
Solution
Deploy a focused pilot using Robotics · ROS-ready. The pilot will demonstrate: A cart following a marked route between two stations with obstacle stop, load call button and trip counting.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹30,000 – 50,000 BOM component total: ₹37,000 POC BOM cost only
View BOM Request Quote
MI-ROB-02 Robotics

Desktop Pick-and-Place Arm

Problem
Small-part loading, kitting and testing jigs need a low-cost automation trial before a cobot purchase.
Solution
Deploy a focused pilot using Robotics · Servo. The pilot will demonstrate: A 6-axis desktop arm picking from a tray and placing into a fixture, 100 cycles with position repeatability logged.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹22,000 – 40,000 BOM component total: ₹28,500 POC BOM cost only
View BOM Request Quote

RTLS MI-RTLS

Real-time location of assets, work-in-progress and people across the shop floor using BLE tags and LoRaWAN-backhauled gateways.

MI-RTLS-01 RTLS

Forklift, Trolley & Tool Tracking

Problem
High-value tools and material handling equipment go missing between bays; search time is unmeasured and large.
Solution
Deploy a focused pilot using BLE · LoRaWAN. The pilot will demonstrate: Zone-level location of five assets, last-seen history and a 'find asset' search with under-60-second latency.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹70,000 – 95,000 BOM component total: ₹70,300 POC BOM cost only
View BOM Request Quote
MI-RTLS-03 RTLS

WIP, Pallet & Container Flow

Problem
Batches move between stations with paper travellers; bottlenecks are only visible at month end.
Solution
Deploy a focused pilot using BLE · LoRaWAN. The pilot will demonstrate: Automatic timestamp as ten tagged pallets pass three stations, dwell time per station and a live flow board.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹95,000 – 1,20,000 BOM component total: ₹1,23,000 POC BOM cost only
View BOM Request Quote
MI-RTLS-02 RTLS

Worker Safety Badge & Mustering

Problem
During an evacuation or in restricted zones there is no fast way to confirm who is where.
Solution
Deploy a focused pilot using BLE · LoRaWAN. The pilot will demonstrate: Headcount at a muster point, restricted-zone entry alert and SOS button from the badge, for five workers.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
More
Pilot BOM ₹85,000 – 1,10,000 BOM component total: ₹94,700 POC BOM cost only
View BOM Request Quote

Supply Chain Monitoring MI-SCM

Visibility from supplier to shop floor to customer — shipment location, in-transit condition and warehouse stock levels, with alerts before a late or damaged consignment stops the line.

MI-SCM-02 Supply Chain

Cold Chain & In-Transit Condition Monitoring

Problem
Temperature-sensitive components and chemicals arrive out of spec, and there is no proof of where it happened.
Solution
Deploy a focused pilot using BLE · Cold chain. The pilot will demonstrate: A logger rides in each consignment; an excursion report per shipment shows temperature, humidity and shock over time.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
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Pilot BOM ₹57,000 POC BOM cost only
View BOM Request Quote
MI-SCM-01 Supply Chain

Inbound & Outbound Shipment Tracking

Problem
Trucks and containers go dark between the supplier gate and the plant; ETAs are phone calls and guesswork.
Solution
Deploy a focused pilot using GPS · Cellular · LoRaWAN. The pilot will demonstrate: GPS trackers on five containers give live location, geofence arrival alerts and a reliable ETA on one screen.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
More
Pilot BOM ₹81,500 POC BOM cost only
View BOM Request Quote
MI-SCM-03 Supply Chain

Warehouse Stock-Level & Bin Monitoring

Problem
Stock-outs of fasteners and C-class parts stop the line because counts are manual and reorders are late.
Solution
Deploy a focused pilot using LoRaWAN · Inventory. The pilot will demonstrate: Weight and level sensors on ten bins trigger a reorder alert at the set threshold and show live stock on a dashboard.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
More
Pilot BOM ₹80,500 POC BOM cost only
View BOM Request Quote

Vision AI MI-VAI

Cameras plus an edge inference box to inspect, count, read and check compliance where a human eye is too slow or inconsistent.

MI-VAI-03 Vision AI

Label OCR & Piece Counting

Problem
Serial numbers and batch labels are keyed in by hand; carton counts are recounted at dispatch.
Solution
Deploy a focused pilot using Camera · Edge AI. The pilot will demonstrate: Reads serials/batch codes on a moving line, counts pieces on a tray, and pushes results to a sheet or ERP endpoint.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
More
Pilot BOM ₹32,000 – 48,000 BOM component total: ₹28,000 POC BOM cost only
View BOM Request Quote
MI-VAI-02 Vision AI

PPE Compliance at Entry Points

Problem
Helmet, vest and glove compliance is enforced by supervisors and cannot be proven for safety audits.
Solution
Deploy a focused pilot using IP camera · Edge AI. The pilot will demonstrate: Person detection with helmet/vest classification at one gate, a compliance percentage per shift and snapshot on violation.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
More
Pilot BOM ₹45,000 – 65,000 BOM component total: ₹44,000 POC BOM cost only
View BOM Request Quote
MI-VAI-01 Vision AI

Visual Defect Inspection at Station

Problem
Manual inspection of surface defects, missing components or misprints is inconsistent across shifts.
Solution
Deploy a focused pilot using Camera · Edge AI. The pilot will demonstrate: A trained model on one part family flagging pass/fail at line speed with a saved image per reject.
Providers✓ Validated 1Sample Provider A
2Sample Provider B
3Sample Provider C
More
Pilot BOM ₹40,000 – 60,000 BOM component total: ₹39,000 POC BOM cost only
View BOM Request Quote