Repeat visit analysis that names and prices why the first visit failed, then fixes tomorrow's jobs before the vans load
Meters fitted on the first visit, because every return visit has a cause and a cost.
See one case, screen by screen ↓A crew arrives for a meter exchange and finds a 3-phase CT-connected board where the work order promised single-phase. The van carries no CT meter, so the technician writes a note in shorthand, closes the job as “Not completed – rebook” and drives on. The next visit brings a 3-phase direct meter. The one after that sends a technician without CT-metering authorisation. Every return visit is a van, a crew and a customer's day off, and the field service system records each one as the same closure code.
The reasons are there, but in places nobody joins: free-text notes, the van loadout from 06:40 that morning, the skills register, the access log, a connection file from 2019 that never reached the meter register. First-time fix arrives as one average — 83 % — and an average has no owner. Stores, planning, training, asset data and customer operations each hold one piece of the cause, so the same failure is booked again tomorrow.
Estimated split for one division's monthly review of return visits, in hours, by hand and with the solution.
Six agents link, read, explain and price every return visit; the field service manager confirms the cause and approves the fix.
Lumina Utilities is exchanging meters across its villa districts. In twelve months Meter Operations did 9,860 jobs and fixed 83.0 % on the first visit. Villa 14, Street 27, Saffron Gardens took four visits in 18 days. Here is how the solution explains it and stops the next one, screen by screen.
Layla runs Meter Operations: 62 technicians, 31 vans. Her board shows 1,672 chains, 2,240 return visits and AED 2.06M a year, every visit to the same premise or asset within 30 days linked into one chain. Across the top, a ribbon splits the return visits by why the first visit failed: wrong meter type 31 %, no access 21 %, skill mismatch 15 %, part out of stock 11 %, site not ready 10 %.
“I know our first-time fix is 83 %. I don't know why, and I can't fix an average.”
Layla clicks the largest cause. The board filters to its chains: Villa 14 in Saffron Gardens, Villa 3 and Villa 22 in Palmgrove, Villa 41 in Lumina Hills — all 3-phase exchanges where the van came out without the meter the board needed. The longest chain ranks first, with a complaint against it.
“Wrong meter type on the van · 695 return visits · AED 639,400 a year”
Visit 1, 24 Aug: Rakesh Pillai, van MV-22, 22 minutes — “3ph CT op meter onsite. no CT unit on van. rebook w CT meter.” Visit 2: Imran Qureshi brings a 3-phase direct-connected meter; the site needs CT. Visit 3: the right meter, but CT isolation needs a CT-authorised technician. Visit 4, 11 Sep: Saeed Al Hammadi fits the LM-3P-CT and verifies the CTs, 1 h 40 min.
Note reader: “3ph CT op” = 3-phase, CT-operated meter found.
The work order said LM-1P-60, single-phase direct, from meter register MTR-0098311, installed 2012. On site: a 3-phase board, CT-connected, CTs 200/5. On the van at 06:40: 8 × LM-1P-60 and no LM-3P-CT. The reason sits in connection file CN-19-07734: a load increase to 3-phase 150 A with CT metering, approved in March 2019 and energised in April, with the meter register update “not recorded”.
Cause: wrong meter type on the van, 92 % confidence — every cause cites the record it rests on.
Three return visits × AED 920 = AED 2,760, 65 minutes on site for nothing, complaint CMP-26-3381 and a customer who took leave twice. Other causes are ranked and answered: information missing or wrong at 6 % — the out-of-date register is why the van was wrong, not a separate failure; skill mismatch at 2 % applies to visit 3, not the first. The pattern is still ahead: 1,312 premises left in the exchange programme have a load upgrade newer than their meter record, 412 of them CT-metered.
“1 of them is on tomorrow's list: WO-2615521, Villa 18, Saffron Gardens”
The heat table splits 2,240 return visits by first-visit cause and job type, each cause with the team that owns it: planning and stores, customer operations, planning and training, stores, connections, asset data, planning. The largest cell is wrong meter type on 3-phase exchanges — 470 return visits, AED 432,400 — and it opens on the chains behind it.
“Where the AED 2.06M goes · Cost keeper · 2,240 × AED 920”
F1: load the meter type from the latest connection file, not the meter register — 560 visits, AED 515,200 a year. F2: write the 1,312 load upgrades back to the register. F3: send CT-metered premises only to the 14 of 62 technicians who hold CT-metering authorisation — 240 visits, AED 220,800. F5, a day-before text with a 2-hour window, has been live since 1 Sep. Each fix names its owner and the chains it would have prevented.
“Proposed by the Fix recommender for each cause … You approve; the owner makes it live.”
The approval shows the fix, the estimate — 560 return visits and AED 515,200 a year — and the owner, Arjun Menon in Planning. Layla signs as Field Service Manager. A change to dispatch rules also needs the Head of Field Operations, Khalid Rahimi.
“The Cost keeper measures the effect from the next month's chains.”
For Wednesday 14 October, 186 meter jobs on 31 vans are checked against last year's causes. Nine carry one. The first is WO-2615521 at Villa 18, Saffron Gardens: the register says LM-1P-60 (2012), connection file CN-20-01192 says 3-phase, CT 200/5, and van MV-22 has no CT meter — 88 % risk of a return. Others include a CT job booked to a technician without authorisation and a critical customer who needs 48 hours' notice of a supply interruption.
“Add 1 × LM-3P-CT to van MV-22 and move the job to Saeed Al Hammadi”
Arjun applies all nine changes. Expected return visits for tomorrow fall from 6.3 to 0.7, and the van lists are updated for the 05:30 loadout. The agents proposed every change; the planner made each one.
“All 9 changes applied — van lists updated for 05:30”
The same return visits, seen by the five people they touch — what their week looked like, and what it looks like now.
Six agents link, read, explain and price every return visit; the field service manager confirms the cause and approves the fix.
Each night links every visit to the same premise or asset, in the same job family, within the 30-day repeat window into one chain. Planned multi-stage jobs, customer-requested reschedules and cancelled jobs are left out.
Reads technician notes, photo captions and closure codes, in shorthand English or Arabic, expands the shorthand (“3ph CT op” = 3-phase, CT-operated meter) and states what was found on site and why the job stopped.
For the first failed visit of each chain, compares what the work order said, what was found on site and what was on the van, and checks the skills register, the access history, the meter register and the connection files. Chooses one of the seven causes, with a confidence and the evidence against.
Costs each chain as return visits × the loaded cost of a return visit (AED 920), plus any compensation paid, and rolls it up by cause, job type and division.
For each cause above 5 % of return visits, proposes the fix that removes it at the source — van kitting, skill routing, record correction, customer contact or stock — estimates the visits avoided from the chains it would have prevented and names an owner.
At 16:00 on working days checks every job for tomorrow against the known causes: meter type against the connection file, CT premises against authorisations, access history, van stock against need, slot length against median duration and customer notices. Proposes the change and the risk left.
Confirms causes and approves fixes; the planner applies tomorrow's changes. The agents propose; a named person decides.
Ask why a job took more than one visit, what a cause costs, or what to change before tomorrow. Every answer points to its records.
Why did Villa 14, Saffron Gardens take four visits?
The van was loaded from an out-of-date meter record. The meter register still shows a single-phase LM-1P-60 from 2012, but connection file CN-19-07734 approved a 3-phase CT supply in March 2019. Van MV-22 carried no CT meter; the rebooked visit brought a 3-phase direct meter, and the third sent a technician without CT authorisation. Three return visits, AED 2,760, and complaint CMP-26-3381.
What does the wrong meter type on the van cost us a year?
An estimated AED 639,400 a year. It explains 695 of Meter operations' 2,240 return visits, 31.0 %, at AED 920 each; 470 of them are 3-phase exchanges. 1,312 premises left in the exchange programme have a load upgrade newer than their meter record.
Which of tomorrow's jobs will need a second visit?
9 of 186 meter jobs for Wednesday carry a known cause. The biggest is WO-2615521 at Villa 18, Saffron Gardens: the register says single-phase, connection file CN-20-01192 says 3-phase CT, and van MV-22 has no CT meter. Expected return visits: 6.3 as planned, 0.7 with all nine changes.
Only send CT-authorised technicians to CT-metered premises
Approved on your instruction, recorded as Layla Haddad: fix F3. CT exchanges and CT faults now go only to the 14 CT-authorised technicians. It removes an estimated 240 return visits, AED 220,800 a year. Tomorrow it moves WO-2615534 from Imran Qureshi to Fatima Rahman.
13 screens from the working solution, on its sample data. Pick one to see it large.
What counts as a repeat visit, what one costs, who owns each cause and who approves are settings, chosen by the utility.
| Setting | Default | Choose from |
|---|---|---|
| Repeat window | 30 days | 14 days · 30 days · 60 days — a visit within this many days of an earlier one joins its chain |
| Link visits by | Premise or asset | Premise or asset · Premise only · Asset only — the same asset counts if it has moved |
| Not counted | All three excluded | All three excluded · Exclude cancelled only — planned multi-stage jobs, customer-requested reschedules, cancelled jobs |
| Loaded cost of a return visit | AED 920 | AED 920 · AED 1,100 · AED 1,840 — two technicians × 1.5 hours, van and a 24 km round trip |
| Add compensation paid | Yes | Yes · No — missed-appointment payments are added to the chain's cost |
| Tag a cause without review above | 70 % | 70 % · 80 % · 90 % — below this confidence the work planner confirms the cause |
| Tomorrow check | 16:00 working days | 16:00 working days · 15:00 working days |
| Fixes approved by | Layla Haddad | Layla Haddad · Khalid Rahimi — changes to dispatch rules also need the Head of Field Operations |
Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.
“demo” = seen in the working solution, on its sample data, including the estimates it shows for fixes and for tomorrow's jobs · “target” = the design goal, measured in the live solution · “estimated” = our estimate: the hours split above; on the results, 695 return visits × AED 920 ($250, the conservative truck roll) and × 24 km round trip · “typical” = published figures: Aberdeen Group via Microsoft Dynamics 365 (26 % of dispatches need a follow-up); Aberdeen via OptimoRoute (first-time fix ~75 % on average, ~89 % best in class); NetSuite (25 % of field service cases need another visit, 2022); S&C Electric and TSIA via Ventavid ($250–$500 per truck roll, ~$1,000 fully loaded). Lumina Utilities, the people, premises, work orders and records named on this page are fictional — characters and sample data in the working solution.
Repeat visit analysis finds why field crews go back to the same premise or asset. Repeat Visit Analysis links every visit within the repeat window into a chain, names why the first visit failed — wrong meter type on the van, no access, a skill or authorisation mismatch, a part out of stock, a site not ready, missing information or a slot too short — and puts a cost on each cause.
Six agents work overnight. The chain builder links visits; the note reader reads the technicians' notes and photos; the cause finder checks them against the van loadout, the skills register, the access history, the meter register and the connection files; the cost keeper prices each cause; the fix recommender proposes fixes. At 16:00 the tomorrow checker checks the next day's jobs for the same causes.
It turns one average into causes with owners and fixes. In the sample, eight proposed fixes would avoid an estimated 1,340 of 2,240 return visits a year in meter operations, and the target is 90 % first-time fix, up from 83.0 %. Tomorrow's jobs are checked for the same causes, so the planner can correct them before the vans load.
Yes. The chains, first-time fix trend and causes can be shown for meter operations, water service, LV faults, connections or all field work. The same seven causes are used, but the mix differs: in water service the largest is no access, in LV faults information missing or wrong, in connections site not ready. Each cause's owner is set in Settings.
Each return visit is priced at the loaded cost set in Settings — AED 920 in the sample, two technicians × 1.5 hours, a van and a 24 km round trip, the conservative end of published truck-roll costs — plus any missed-appointment compensation paid, if that setting is on. The working is shown on every chain.
No. The agents have read-only access and never change a work order, an assignment or a van list. The work planner applies tomorrow's changes; the field service manager approves fixes; a change to dispatch rules also needs the Head of Field Operations.
Yes. The agents propose a cause with a confidence, the records it rests on and the evidence against. The field service manager confirms or changes it, and the change is recorded with the agents' original proposal. Below 70 % confidence the work planner confirms the cause.
The Agentic Solution Engine builds and deploys it from your requirements and documents — your work-order history and notes, van loadouts, skills register, meter register and connection records — and it goes live once every quality gate has passed. We will walk you through it on your own return visits first.
Clean asset history from every closed job, with the parts in the photos booked.
1-min demoAs-Built Redline ProcessingFrom paper redline to GIS edit in days, not months, every edit traced to the pen.
1-min demoWork Package PreparationCrews arrive with everything they need.
1-min demoWe'll run Repeat Visit Analysis on a sample of your own closed work orders, van loadouts and connection records.