WorkflowAsset Management & Maintenance

Drone Inspection Analytics

AI drone inspection of power lines that ranks the defects that are growing first, against last year's flight

Defects caught while they grow: every structure compared with last year's flight.

See one case, screen by screen ↓
demo141of 148structures on one flight compared with the same component in last year's flight — every structure with a usable image last year
demo+109%crack growth caught on a disc over a road crossing, 11 mm to 23 mm, and promoted from Priority 3 to Urgent
estimated$1.6M a yearof helicopter patrol a 2,180 km (1,355 mile) network can retire once drone images are reviewed as fast as they are flown — 1,355 miles × ($1,400 − $250) per mile
target2daysfrom a flight to reviewed defects, not six weeks
The problem

Why drone images wait weeks while the defects in them grow

Drones are taking over from helicopter and foot patrols, and the bottleneck has moved from capturing images to reviewing them. One flight of a 41.6 km, 132 kV double-circuit line brings back 6,412 images — about 154 per km. A line inspector opens them one by one, so a cracked disc can wait six weeks before anyone sees it, and the backlog grows with every flight the contractor uploads.

Nobody lines this year's picture up against last year's. The photo of the same insulator from the last flight sits in another folder, so a Priority 3 “watch on the next flight” only works if someone looks — and measures. When a defect is confirmed, it is retyped into the work management system without the image or its position, and the line's inspection report is assembled by hand. Meanwhile the inspection cycle has to be kept, and each finding fixed within the time its priority allows.

demo38–47daysfrom a flight to reviewed findings when images were reviewed by hand, March to June
demo6,412imagesfrom one flight of one 41.6 km line, 268,412 in the year's programme so far
typical$1,200–1,600per milefor a helicopter patrol, against $200–300 per mile for a drone survey
Where one flight's review days goestimated
By hand44 days
With the solution1.8 days
  • Images waiting in the backlog before anyone opens them20 → 0.3 d
  • Matching images to structures and checking every view was captured5 → 0.1 d
  • Looking through every image for defects12 → 0.5 d
  • Finding last year's photo of the same component, when anyone does2 → 0.1 d
  • Setting priorities and agreeing Urgent findings2 → 0.3 d
  • Retyping findings into work requests and the inspection report3 → 0.5 d

Estimated split for one flight of one line, in calendar days, by hand and with the solution. Lumina's March–June flights took 38–47 days from flight to reviewed findings by hand; in October, 1.8 days.

How it works

How a flight moves

Six agents match, box, compare, rank and draft every flight overnight; the inspector confirms each box.

What comes in
Images in4 sources · drone, helicopter, fixed camera, asset register
Agents at work
Flight intake checkerimage → structure
Then
Defect screenerboxes + confidence
Change detectorlast year vs now
Then
Severity rankergrowth and location
Then
Work request drafter
Report writer
A person decides
Line inspectorconfirms each box
What comes out
Ranked defect queue
Work requests drafted
Signed inspection report
One case, step by step

One flight, from upload to a drafted work request

Lumina Utilities' Overhead Lines department flies every line once a year. On Monday 12 October 2026, Corvane Aerial flies F-2609 along L-214 Harrow Ridge – Calder, a 132 kV double circuit of 148 structures. Here is what happens next, screen by screen, in the working solution.

  1. 01Overnight

    Every image matched, screened, compared and ranked before morning

    Flight intake checker, Defect screener, Change detector, Severity ranker

    Jo Whitaker uploads F-2609 at 16:40: 6,412 images. By 17:31 every image is matched to its structure and two re-shoots are requested (T-019 phase C, T-131 footing). By 19:52 the screener has candidates on 425 images, merged into 118 boxes on 64 structures. By 20:48, 141 of 148 structures are compared with last October's flight, and at 21:05 the queue is ranked: 2 Urgent, 30 Priority 2, 86 Priority 3. The same five steps run on demand from the Flights screen — here for F-2610, the 33 kV Dunmore tee flown this morning.

    Review lag: 38–47 days by hand in March–June; 1.8 days in October.

  2. 0207:00

    The gallery opens on the box that matters most

    Ines Calloway · Lead line inspector

    Across the top is the line itself: all 148 structures as ticks, coloured by their worst box, with the Calder Road crossing marked. On the left, structures ranked for review, growing and Urgent first. In the centre, T-087's phase B string at 12× zoom, boxed “Cracked insulator disc · 94%”. On the right, the box under review — Urgent, was Priority 3 — and how it was made, agent by agent, with the time of each step.

    “Crack grew 109% in 12 months (growth rule G-1: over 50% → Urgent) over a road crossing.”

  3. 03One key press

    Confirm the clamp, move to the next structure

    Ines Calloway · Lead line inspector

    At T-042 on the Harrow Ridge escarpment, the corroded area of the phase C suspension clamp has risen from 6% to 19% of the fitting. Rule C-1 raises it one level, to Priority 2. Ines presses C. The box is confirmed and the gallery moves on to T-118 in Westmere woods: a new nest 0.9 m from a live jumper, 97% sure.

    “Confirmed B-0422 · Priority 2, within 90 days”

  4. 04With a reason

    Rust that is only fresh primer, rejected

    Ines Calloway · Lead line inspector

    At T-055 the screener boxed “corrosion on tower leg” at 58% — an orange patch on a bolt group, flagged as low confidence, maybe fresh primer. It is: a repaired bolt. Ines presses R and picks the reason, “Not a defect — fresh primer or paint”. The reason goes to the audit trail and back to the screener for retraining.

    “Every box at 40% or more is seen by a person.”

  5. 05Last year

    The same disc, a year apart

    Change detector

    Back on T-087, Last year turns the image into a wipe between October 2025 (F-2511) and October 2026 (F-2609). Ines drags it across the string. The change detector found the same component on last year's flight, aligned the two on fixed points and measured the crack from the 255 mm disc: 11 mm then, 23 mm now.

    “Crack length · same component, aligned by the change detector”

  6. 06The comparison

    The measurement, its scale, and the rule that fired

    Change detector and Severity ranker

    The comparison shows the disc full size — wipe, side by side or zoom on the box — aligned on the four disc caps. The component's history: no crack seen in October 2023; 11 mm in October 2025, logged Priority 3, “watch on the next flight”; 23 mm now, +109% in 12 months. Growth rule G-1 says a crack that grows more than 50% in 12 months is Urgent.

    “crack length · scaled from the 255 mm disc, ±1 mm”

  7. 07Agreed at 09:17

    Urgent needs two people

    Hana Lindqvist · Senior asset engineer

    Ines promotes the box to Urgent, due 20 October 2026, with a note: the crack on disc 4 doubled since F-2511 and the string is over the Calder Road crossing. It goes to Hana Lindqvist, who agrees from her phone. Only then is the work request drafted.

    “Urgent — agreed. Ines Calloway confirmed, Hana Lindqvist agreed at 09:17. Work request WR-26-4417 drafted, due 20 Oct 2026.”

  8. 08Drafted

    Work requests with the part, the crew and the outage

    Work request drafter

    WR-26-4417: replace the left-circuit phase B insulator string at T-087 — 9 × 255 mm porcelain discs, ball-and-socket, from stores; overhead lines crew 3, four people; a circuit outage of 8 hours; traffic management for the Calder Road crossing. WR-26-4420 replaces the phase C clamp and U-bolts at T-042, due 11 January 2027. Each carries the image and its position.

    Drafts only. Marcus Bell, maintenance planner, releases them to the work management system.

  9. 09Written

    The line's inspection report, from the reviewed boxes

    Report writer · Rafael Moreno, inspection programme manager

    The report writer drafts the overhead line inspection report for F-2609: summary, coverage, findings by priority, the defects that grew and the review status. Every structure has its six required views; 888 of 888 were captured. A 2% spot check of the 5,987 images with no box is under way: 64 of 120 checked, no defect missed. Rafael Moreno signs and issues it, with the meaning of his signature recorded.

    The report never signs itself, and it always states the boxes still open.

Who it’s for

Built for everyone who carries a line's inspection.

The same flight, seen by the five people who fly it, review it, agree it, plan the work and sign for it.

IC
Ines CallowayLead line inspector, Lumina Utilities Overhead Lines · confirms and rejects every box
Lead line inspector
Before
Reviews every flight of the 132 kV and 66 kV network, more than 6,000 images a line, one by one. “I don't need more pictures. I need the twelve that matter, and whether they're getting worse.”
Now
Starts the morning on a ranked gallery, growing and Urgent first, and confirms or rejects each box with a key press.
HL
Hana LindqvistSenior asset engineer, overhead lines · agrees or lowers every Urgent finding
Asset engineer
Before
Decides on Urgent findings from a single photo, with last year's image somewhere else. “Show me last year next to this year and I'll decide in a minute.”
Now
Gets the same component from both flights, aligned and measured with its scale and error, and the growth rule that fired.
MB
Marcus BellMaintenance planner · releases work, books crews and outages
Maintenance planner
Before
Receives findings retyped without the image or position. “Give me the asset, the part and the access — not a photo album.”
Now
Releases drafted work requests with the image, the materials from stores, the crew, the outage and the due date.
RM
Rafael MorenoInspection programme manager · owns the 2,180 km programme and signs the reports
Inspection programme manager
Before
Owns the annual programme, the contractor and the report to the regulator. “If a defect was in last year's photos and we didn't act, that's on me.”
Now
Sees the programme flown, screened and reviewed by kilometre, and signs each line's report with the open boxes stated.
JW
Jo WhitakerDrone pilot, Corvane Aerial (survey contractor) · uploads each flight
Drone pilot
Before
Hears about missing or blurred views weeks after leaving the line. “Tell me tonight what to re-shoot, not next month.”
Now
Gets re-shoot requests the evening of the flight, when a required view is missing or blurred.
Built on the engine

6 agents. Each with one job, and hard limits.

Six agents match, box, compare, rank and draft every flight overnight; the inspector confirms each box.

Flight intake checker

Matches every image to its structure by GPS and camera heading, checks sharpness and exposure, checks each structure has its six required views, and asks the contractor for re-shoots.

  • Never assigns an image to a structure more than 25 m away
  • Never deletes an image
Defect screener

Checks each image against the 31 classes of the defect catalogue, boxes each candidate with its class and confidence, and merges the same defect seen from several angles into one box.

  • Shows every box at 40% or more to a person
  • Samples 2% of images with no box for a person to spot-check
  • Below the threshold, a box is dropped and logged
Change detector

Finds last year's image of the same component, aligns the two on fixed points such as caps, bolts and members, measures length, area or count from a known dimension, and applies the growth rules.

  • Never compares images of different components
  • Always shows both images
  • States the scale and its error
Severity ranker

Sets each box's priority from the defect catalogue, its growth and its location — road, rail and river crossings, high fire-risk areas — and ranks the queue by priority, growth and confidence.

  • Proposes a priority; never makes Urgent final
  • An inspector confirms and an asset engineer agrees every Urgent
Work request drafter

Drafts the corrective work request for each confirmed defect: structure, component, work, materials from stores, crew type, outage or live-line, due date from the priority, and the image with its box.

  • Drafts only — never releases a request or books a crew
  • Urgent boxes are drafted only after the asset engineer agrees
Report writer

Writes the line's inspection report in the Overhead Lines template from the reviewed boxes: summary, coverage, findings by priority, defects that grew, review status and sign-off.

  • Every number comes from the reviewed boxes
  • Never signs; always states the boxes still open
Line inspector

Confirms or rejects every box. The agents propose; a named person decides.

Ask in plain words

Ask about any structure, defect or flight

Ask in plain words — or say what to change. Every answer points to the structure, the comparison or the rule behind it.

Which defects grew since last year's flight?

23 of the 118 boxes on F-2609 grew since F-2511 in October 2025; 61 are new and 34 unchanged. The three that moved most: T-087 cracked disc, 11 → 23 mm, now Urgent; T-101 broken strands beside the clamp, 1 → 2, Urgent; T-042 clamp corrosion, 6% → 19% of the fitting, raised to Priority 2.

Why is T-087 urgent?

Because the crack doubled in a year. On F-2511 the crack on disc 4 of the left-circuit phase B string was 11 mm and was logged Priority 3, “watch on the next flight”. On F-2609 it is 23 mm, scaled from the 255 mm disc. Growth rule G-1 makes any crack that grows more than 50% in 12 months Urgent, and the string is over the Calder Road crossing. Urgent needs your confirmation and Hana Lindqvist's agreement.

Draft work requests for the confirmed defects

Drafted from what you have confirmed on F-2609, each with the image, the structure's position and the materials from stores. Urgent boxes are drafted once Hana Lindqvist agrees; T-087 would be WR-26-4417, a full string replacement over Calder Road, due 20 Oct. Marcus Bell releases them.

Make any new nest within 1 m of a jumper Priority 2

Done. New rule N-2: a nest within 1 m of a live jumper → Priority 2, applied by the severity ranker from tonight's screening. On F-2609 it matches one box, T-118, which is already Priority 2. On last year's flights it would have raised 7 boxes. Rafael Moreno is told of the change.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

The galleryThe line as a strip of structures, the structures ranked for review, the drone image with each defect boxed, and the box under review with last year's image of the same component.
Flights and screeningThe year's programme by kilometre, the five screening steps run on a new flight, and the review lag falling from 38–47 days to 1.8.
The review queueEvery box on the flight, ranked by priority, growth since last year and confidence, with its status.
Confirm with a key pressA corroded clamp confirmed at Priority 2; the gallery moves on to the next structure, a new nest beside a live jumper.
Reject with a reasonFresh primer on a repaired bolt, rejected. The reason goes to the audit trail and back to the screener.
Last year, on the same componentA wipe between the October 2025 and October 2026 images of the same insulator disc, with the crack measured.
The comparisonWipe, side by side or zoom; the measurement with its scale and error, the component's history and the growth rule that fired.
Urgent, agreedConfirmed by the inspector, agreed by the asset engineer, and the work request drafted with its due date.
The structure recordEvery image of the structure from the flight, the defect flight by flight since 2023, the asset register, findings and work history.
Work planningDrafted work requests with the image, materials from stores, crew, outage and due date, waiting for the planner to release them.
The inspection reportThe line's report written from the reviewed boxes — coverage, findings by priority, defects that grew, review status — ready to sign.
The defect catalogueDefect classes with the priority each starts at, the rule that raises it, its training images and how often inspectors agreed.
Your rulesScreening threshold, spot check, re-shoots, priorities and due dates, the rules that raise a priority, and the people who decide.
Governance

Built for inspection evidence: seen, measured, agreed, signed.

A person sees every boxEvery box at or above the 40% threshold goes to a line inspector, who confirms, rejects or changes its class. After every flight, 2% of the images with no box are spot-checked by a person.
Growth measured, not guessedEvery box shows the image it came from and, where one exists, last year's image of the same component — aligned, measured from a known dimension, with the scale and its error stated.
Urgent takes two peopleThe severity ranker proposes. An Urgent finding needs the inspector's confirmation and the asset engineer's agreement, and keeping a box below what a growth rule asks needs a reason, sent to the asset engineer.
Work released by the plannerThe work request drafter drafts; only the maintenance planner releases work to the work management system, where crews and outages are booked.
The report signed, with its meaningThe inspection programme manager signs and issues each line's report, with the meaning of the signature recorded. Boxes still open are stated in the report.
Every decision on the audit trailEach agent step, confirmation, rejection reason, agreement, release and rule change is recorded with who and when. Rejections and class changes go back to the screener for retraining. Images and findings stay with the utility.
Configuration

Your inspection standard, not ours

The thresholds, the priorities and their due dates, the rules that raise a priority and the people who decide are settings, chosen by the Overhead Lines department and versioned when they change.

SettingDefaultChoose from
Show a box to a person from40% sureBelow this the box is dropped and logged
Spot check of images with no box2%Sampled for a person after every flight
Compare with the last flightOnSame component, aligned, measured
Re-shoot whenAny of 6 viewsA required view is missing or blurred
Urgent7 daysInspector confirms, asset engineer agrees · Priority 2 within 90 days · Priority 3 next planned cycle, at most 12 months
Raise the priority whenG-1 · S-2Crack length up more than 50% in a year → Urgent · Two or more broken strands beside a clamp → Urgent
Over a road, rail or river crossing · in a high fire-risk areaOne level upApplied by the severity ranker; a person confirms
A new nest within 1 m of a live partPriority 2Applied by the severity ranker; a person confirms
Connections

Works with the imagery and records an inspection programme already has

Drone, helicopter and fixed-camera imageryflights uploaded by a survey contractor or an in-house team
GPS and asset locationimage position and camera heading, structure positions along the line
Asset registerstructure type, year built, insulators, conductor, access, work history
Defect catalogueyour defect classes, the priority each starts at and the rules that raise it
Work management systemdrafted corrective work requests, exported once the planner releases them
Past flights and findingslast year's images of the same component, and every earlier finding on the structure
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
100%
of re-flown structures compared with last year's image, so a growing defect ranks first
141 of 141 compared
every tower with an image last year
estimated
$1.6M
a year of helicopter patrol retired once drone images are reviewed as fast as they are flown
Helicopter$1,200–1,600 / mile
Drone$200–300 / mile
target
2days
from a flight to reviewed defects, not six weeks
By hand38–47 days
With agents≈ 2 days

“demo” = seen in the working solution, on its sample flight data · “target” = the design goal, measured in the live solution · “estimated” = worked from published inputs: $1.6M a year = 1,355 miles × ($1,400 − $250) per mile, the midpoints of $1,200–1,600 per mile for helicopter and $200–300 per mile for drone surveys · “typical” = published figures (Utility Dive, 2019, a US utility's projected drone and helicopter cost per mile; EPRI Journal on AI for drone image analysis). Regulatory context: NERC FAC-003; CPUC General Order 95 Rule 18. Lumina Utilities, Corvane Aerial, the lines, flights, structures and people named on this page are fictional — characters and sample data in the working solution.

Questions

What overhead lines teams ask us.

What is drone inspection analytics?

Software that reviews the images from drone inspections of power lines and turns them into defect findings people can act on. Drone Inspection Analytics matches every image to its structure, boxes candidate defects against your defect catalogue, measures what changed since last year's flight and ranks the boxes so the growing and Urgent ones come first. A line inspector confirms or rejects every box.

How does AI drone inspection of power lines work?

After a flight is uploaded, four agents run overnight. The flight intake checker matches images to structures by GPS and heading and asks for re-shoots; the defect screener boxes candidates with a confidence; the change detector compares each component with last year's image; the severity ranker sets priorities. Then the work request drafter and the report writer draft the work and the report from the boxes people have reviewed.

Can it detect insulator, conductor and tower defects from drone images?

It screens for the classes in your defect catalogue — in the working solution, 31 classes such as cracked or chipped insulator discs, tracking on polymer insulators, broken conductor strands, corroded clamps, missing cotter pins, corrosion on tower legs, bird nests and vegetation inside clearance. Each class shows how often inspectors agreed with it over the last 12 months, and a new class is tested on last year's flights before it goes live.

How does it compare this year's flight with last year's?

The change detector finds the same component on the previous flight, aligns the two images on fixed points such as caps and bolts, and measures length, area or count from a known dimension, stating the scale and its error. Growth rules then apply: in the sample case a crack that grew from 11 mm to 23 mm, more than 50% in 12 months, was promoted from Priority 3 to Urgent.

Do line inspectors and engineers stay in control?

Yes. Every box at or above the threshold is seen by a person, and 2% of images with no box are spot-checked. Agents never confirm, agree, release or sign: the inspector confirms each box, the asset engineer agrees every Urgent, the maintenance planner releases work and the programme manager signs the report.

Does it work with our asset register and work management system?

It reads the asset register for each structure's type, age, insulators, conductor and access, and drafts corrective work requests in your work management format, with the image, materials, crew, outage and due date. Released requests are exported to the work management system, where crews and outages are booked.

Can we set our own priorities, due dates and rules?

Yes. The screening threshold, the spot-check rate, the re-shoot rule, the due date for each priority, the growth rules, the location rules for crossings and high fire-risk areas, and the people who decide are all settings, versioned when they change.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your defect catalogue, inspection standard, report template and a sample of past flights — and it goes live once every quality gate has passed. We will walk you through it on your own flights first.

See it on
your flights.

We'll run Drone Inspection Analytics on two years of flights of one of your own lines.