CloseOut integrates a suite of AI-powered modules designed to support our clients in working more efficiently, accurately, and intelligently. These modules automate repetitive tasks, assist with data validation, provide smart recommendations, and help maintain high-quality standards across various workflows. Whether you're managing projects, tracking progress, or handling documentation, CloseOut’s AI features are built to simplify operations and enhance decision-making. The table below summarizes available AI modules, explaining their applied category and purpose, name in CloseOut, and a brief description of what they do.
Category |
Module Name |
Description |
PPE & Safety Compliance |
Hardhat detection |
Detects whether personnel are wearing safety helmets. |
PPE & Safety Compliance |
Harness carabiners detection |
Detects presence of proper tower climbing harness with carabiners. |
PPE & Safety Compliance |
Glasses detection |
Detects protective eyewear (safety glasses/goggles). |
PPE & Safety Compliance |
Vest detection |
Detects presence of high-visibility vest. |
PPE & Safety Compliance |
Work pants detection |
Detects appropriate work trousers and or pants. |
PPE & Safety Compliance |
Safety signs |
Detects mandatory safety signage: Access forbidden, Caution (Radio Frequency Hazard), Danger of falling, Safety helmets must be worn in this area, Fall Restraining equipment mandatory. |
PPE & Safety Compliance |
Site hygiene detection |
Assesses cleanliness and absence of debris. |
PPE & Safety Compliance |
Fire extinguisher detection |
Detects presence of a fire extinguisher. |
PPE & Safety Compliance |
First Aid Kit Detection |
Detects the presence of a first aid kit. |
PPE & Safety Compliance |
Detection of Climbing Ropes |
Detects the presence of climbing/safety ropes. |
PPE & Safety Compliance |
Descender detection |
Detects descender device for fall protection. |
Telecom & Hardware |
Antenna detection |
Detects installed single or multiple antennas on tower sectors. |
Telecom & Hardware |
ATB bolts detection |
Detects proper mounting of ATB/FTB on customer premise FTTH installs. Looks for presence of mounting hardware (2 screws) that fasten the box onto the wall. |
Telecom & Hardware |
Cablejack detection |
Detects presence of weatherproofing grommets on RF jumper connections onto the tower antenna connectors. |
Telecom & Hardware |
Cable reserve detection |
Detects the presence of placing of circular service loops on poles and inside underground structures (HH/MH) often adjacent to splice points and cabling nodes. |
Telecom & Hardware |
Clamp |
Detects the presence of round SS mounting clamps on oval carrying structures on tower and poles. |
Telecom & Hardware |
Concrete markers detection |
Detects the presence of concrete markers used for labelling locations and paths of underground installed routes and road crossings. |
Telecom & Hardware |
Marker ball detection |
Validates the installation and or placement of FTTx marker balls used for labelling and locating of underground splices and bends. |
Telecom & Hardware |
FOSC detection |
Detection of FOSC (Fiber Optic Splice Closures) installation. Used as a verification of presence of FOSCs in underground structures like MH/HH and or poles. |
Telecom & Hardware |
Grounding connector |
Detects the presence of a grounding connector/screw at mounted equipment like RRUs and at bonding points and or busbars. |
Telecom & Hardware |
Satellite dish antennas detection |
Detects the presence of satellite dish antennae. |
Telecom & Hardware |
Screwnuts detection |
Used for detection of single, double or both types of nuts on mounting bolts based on the model parameter set up. |
Telecom & Hardware |
Shaft cover detection |
Detects the presence of lids/covers on underground structures like MH/HH and vaults. Confirms that the structure was not left opened upon completion of work. |
PPE & Safety Compliance / Telecom & Hardware |
Sign detection |
Detects informational and safety signage used on hazard warning and awareness boards usually found on mobile cell site perimeters, aiding in raising occupational safety and awareness during work on such sites. Trained to recognize signs with following warnings: danger, notice, warning, hazard, emergency, trespassing, property, caution, authorized, safety, personnel. |
Telecom & Hardware |
Tower Mounted Amplifier |
Detects tower mounted RF amplifier modules and splitters and their attachment to tower structure. |
Telecom & Hardware |
Drilling detection |
Used for detection of proper installation practices in underground boring. Specifically used to verify presence of required protective PVC Φ110 ducting used in UG boring of road crossings and or driveways. |
Signal & Functional Validation |
ONT detection |
Detects presence of ONT device and green LED light/sequence status. |
Signal & Functional Validation |
STB detection |
Detects presence of STB device and green LED light/sequence status. |
Signal & Functional Validation |
Attenuation detection |
Verifies the screen readout of an Optical Power Meter (or similar measurement device) in dbm. The parameter of acceptance power threshold can be customized, but by default set up for - 26 dbm. |
Civil Works |
Trench depth detection (0.6m) |
Validates trench depth ≥ 0.6 m. |
Civil Works |
Trench depth detection (0.8m) |
Validates trench depth ≥ 0.8 m. |
Civil Works |
Trench depth detection (0.95m) |
Validates trench depth ≥ 0.95 m. |
Civil Works |
Trench depth detection (1m) |
Validates trench depth ≥ 1 m. |
Civil Works |
Trench depth detection (1.2m) |
Validates trench depth ≥ 1.2 m. |
Civil Works |
Trench depth detection (1.41m) |
Validates trench depth ≥ 1.41 m. |
Telecom & Hardware |
Panorama horizon |
Used to validate that the uploaded photo meets the panorama view requirements often used in RAN tower sector overview documentation. The picture is accepted when the horizon occupies the certain range (30% - 70%) of the picture. |
Text & Documents |
Text detection |
Can be used for detecting specific text by specified keywords via OCR. Specifying text via keywords (MAC, Safety, NOC etc) lets you approve or reject the photo based on the set text criteria. |
Text & Documents |
S/N detection |
Detects serial numbers on equipment from close up photos of equipment barcodes. The SN is grabbed from the image and inserted as a comment on the photo. |
Text & Documents |
Multiple certificate |
Validates presence of multiple certificates. |
Text & Documents |
Validation of work certificates for the USA market |
Validates US-specific compliance certificates: Authorized climber, competent climber, OSHA 10, OSHA 30, radio frequency awareness, FA and CPR, rigging, MEW, crane signaling, BBP |
Text & Documents |
Contract signature detection |
Detects presence of a signature on an uploaded photo of a contract. |
Quality & Privacy |
Image blur |
Detects blurred or low-quality images and accepts or rejects them based on those criteria. |
Quality & Privacy |
Face blur |
Detects faces of people in the photo and blurs their faces for personal privacy compliance. |
CloseOut’s AI capabilities are continuously evolving. New models are being researched and developed to address emerging client needs and improve existing workflows. Each AI module goes through a structured development pipeline—from ideation and prototyping to testing and production rollout—which typically spans up to several weeks, though many modules are delivered faster depending on complexity and integration scope. If you have suggestions or specific use cases you'd like supported by AI, feel free to reach out to our Team.
On how to use AI in CloseOut, click here.