Carpenter Ant or Termite Swarmer? Route the Easy Photo IDs Cheap and Send the Frass Cases to Your ACE.

You already tried a bug-identification app, and it embarrassed you. Somebody's phone told a homeowner that drywood termite frass was mouse droppings, or called a bat bug a bed bug, and your inspector had to walk it back in the customer's kitchen. So when someone says "let the software do the easy identifications," you have a very specific reason to say no.

Fair. Here is what is different in 2026, and it is not that the software got smart enough to be trusted with everything. It is that companies stopped sending everything to the same place.

Twenty identifications that carry no money, and four that carry all of it

Walk through a March morning at your office. The customer service reps get photos texted and emailed all day. A German cockroach on a kitchen counter. A house mouse dropping on a pantry shelf. Odorous house ants on a windowsill. A yellowjacket at a soffit. A clean, whole subterranean termite swarmer with straight antennae, a broad waist and four equal wings on a bathroom floor. None of those change what you sell, what you charge, or which technician goes. They change the appointment slot.

Then there are the ones that change everything. Drywood versus subterranean, because one is a local treatment or a fumigation and the other is a soil termiticide or a bait system, and the quote gap between them is enormous. Carpenter ant swarmer versus termite swarmer, because one is a $400 job and the other opens a wood-destroying organism conversation on a house under contract. Bed bug versus bat bug, because the second one is not a bedroom job at all, it is a roost exclusion in the attic and a completely different proposal. Powderpost beetle frass versus drywood pellets, because you are about to tell somebody their floor joists need attention.

Roughly four in five of the photos that hit your office are in the first group. Nearly all of the risk is in the second.

Model routing, and why Cisco bothered

Routing became normal practice this year. Cisco built it into the personal AI agent it is rolling out to roughly 90,000 employees, specifically to balance cost against capability: the routine requests go to a fast, cheap model, and only the genuinely hard ones get escalated to the expensive one. That is not a technical trick. It is the same decision you already make every morning when you send a second-year technician to a quarterly and your inspector to the WDO.

Routing, in this trade, means a cheap fast model handles the identifications that do not change what you sell, a stronger model gets the ambiguous ones, and anything that changes the treatment class or the price bracket lands in front of your Associate Certified Entomologist before a customer hears a word.

The reason the 2024 app embarrassed you is that it had one setting for everything. It answered the German roach and the frass photo with the same confidence and the same speed, and it had no idea that one of those answers was worth four hundred dollars and the other was worth four thousand.

flowchart TD
  A["Customer texts a photo to the office line in March"] --> B{"Whole insect, or frass and damage only?"}
  B -->|Whole insect| C["Fast model IDs the common twenty"]
  B -->|Frass or damage| F["Straight into the ACE queue"]
  C --> D{"Does the ID change treatment class or price bracket?"}
  D -->|No| E["CSR books the standard service"]
  D -->|Yes| G["Stronger model gives a second read with its reasons"]
  G --> F
  F --> H["ACE confirms, inspector schedules the WDO visit"]

Where the line sits, and who is allowed to move it

Do not let a vendor set this line and do not let it be a confidence percentage nobody in your building understands. Write it as a page your service manager could read aloud at a Monday meeting. A workable starting version:

• Escalate anything where the specimen is not whole — frass, wings only, damage, a shed skin, a blurry fragment.
• Escalate anything in a real estate transaction. If the words "closing," "inspection," "lender" or "WDO" appear anywhere in the thread, a person handles it.
• Escalate anything where the answer changes the treatment class: termite species, anything wood-destroying, anything that turns a bedroom job into an exclusion job.
• Escalate anything where the answer changes the quote by more than a threshold you set — many branches use $500.
• Escalate anything with a health or legal edge: a bed bug in a rental, a sting reaction, a suspected spider bite, a daycare or a licensed facility.
• Everything else gets a fast answer and a booked appointment.

Who owns that page? Your service manager writes it, your ACE or board certified entomologist signs it, and your branch manager reviews the escalation log once a month. If your ACE is looking at forty photos a week that should never have reached him, the line moved too far one way. If a customer got a species answer that turned out wrong, it moved too far the other. That monthly review is the whole management job here, and it takes twenty minutes.

Wednesday in swarm season: 41 photos before lunch

Second week of March, the weather breaks, and the phones and the text line go off. By 11:30 your CSRs have 41 photos. Thirty-two come back inside a minute with a plain answer and a booked appointment: odorous house ants, three German roach jobs, a boxelder bug, five carpenter bee sightings, a mud dauber nest a customer wanted removed.

Seven get the second read. Five of those resolve — clean subterranean swarmers, and the customer gets told a swarm means an inspection, not a can of spray, and an inspector goes out Thursday. Two do not resolve and go to your ACE with the photos, the address, the structure type and the second read's stated reasons attached.

Two more skipped the middle entirely: a photo of pellets on a windowsill in a coastal county, and a photo of damaged trim with no insect in it. Both in the ACE queue by 9 a.m. One turns into a drywood inspection that afternoon.

Your ACE spent about twenty minutes total on four cases instead of an hour and a half on forty-one. Nobody quoted the wrong treatment. Every customer got an answer the same morning, which in swarm week is the only thing standing between you and the competitor who answered first.

What the routing actually costs during a swarm week

Illustrative assumptions: 310 photo identifications in a peak week. The fast model handles 78 percent at roughly four-tenths of a cent each. The stronger second read runs about five cents. Your ACE costs about $58 an hour loaded and takes six minutes per case.

The machine cost is a rounding error in all three rows, which is exactly the point: routing is not about saving money on software, it is about saving your entomologist's attention for the cases that need it. Twenty-nine hours a week in peak season is not a cost line, it is whether your inspector gets to the house on Thursday or next Tuesday. In swarm season, that gap is the job.

The identifications that never get routed anywhere but a person

Anything going on a wood-destroying organism report. That report is signed by a licensed inspector who has physically been in the crawlspace, and a photograph is not an inspection. No exception, ever.

Anything a customer is emotional about. A parent who thinks their child was bitten does not want a fast, correct answer from software; they want a person on the phone. Correctness is not the currency in that call.

Anything where a wrong answer costs someone their deposit or their sale. Real estate is adversarial and everything in it ends up in writing. Keep a licensed human name attached to every word of it.

And be plain with customers. Tell them a photo gets you a first read and a booked visit, and that the species is confirmed on site. Overpromising a photo identification is how the 2024 apps burned this trade, and the fastest way to burn it again is to let a customer believe the picture settled it.

Frequently asked questions

Do I need an ACE on staff for this to work?

You need a named person who is qualified to make the call and whose judgment your inspectors accept. In many small companies that is the owner, who has been doing termite work for twenty-five years. If you do not have anyone like that, the honest routing rule is that everything ambiguous becomes an inspection appointment rather than a species answer over text.

How do I keep the fast model from guessing on a bad photo?

Make "I cannot tell from this photo" a permitted and expected answer, and make sure that answer routes onward rather than going to the customer. Then track how often it fires. A version that never says it is the one that will embarrass you.

Is this worth it outside swarm season?

The volume drops but the shape does not. Fall rodent season brings its own routing question — Norway rat versus roof rat changes where the stations go, and that is a real judgment call from droppings and runways. Set the line once and it works across seasons; just expect the escalation mix to change month to month.

Where does this live — in FieldRoutes, or somewhere else?

Wherever the photo already arrives. Most branches take photos through the office phone line, a text number and the website form. The identification and the booking should happen at that front door and write back to the customer record. If it needs your CSR to download a photo and upload it somewhere else, it will be abandoned by April.

That front door is where this connects to the phone. CallSphere builds AI voice and chat agents that answer your business line and web chat around the clock, ask the qualifying questions, book the inspection and capture the lead — including at 8 p.m. in swarm week when every call is a job and your CSRs went home at five. It does not identify insects; it makes sure the person holding the photo reaches somebody.