Data paper | Cats in the City

Clinical Intelligence Hidden Inside Grooming Records

Five overlapping registries already operating inside a feline-only grooming practice

Cats in the City | TANDEM Cat® Clinical Grooming · Prepared August 2026

Most people think of grooming records as billing documents. They expect a service name, a price, and perhaps a brief note about the coat. A review of Cats in the City's historical custom animal icon system reveals a different kind of record. Across 2,275 visible icon rows representing approximately 1,737 animals, the dominant use of the system was not cosmetic preference. It was advance notice: medical alerts, high-priority information, handling cautions, senior status, medication needs, room preferences, food restrictions, drying sensitivity, scheduling requirements, and other adaptations that could change how care should be delivered.

The system therefore functions as a practical intelligence layer. In this paper, clinical intelligence means information that changes how care is planned, sequenced, staffed, monitored, or adapted. The term does not imply that an icon is a veterinary diagnosis or that the dataset measures treatment outcomes. It means the records contain care-relevant knowledge that would be lost if grooming documentation were treated only as a receipt.

The record everyone underestimates

Most service software is built around the transaction: who is booked, which service was selected, when the appointment occurs, what it costs, and whether payment was completed. Those fields explain the encounter financially. They do not necessarily explain how to deliver care safely or how to preserve what the team learned from an earlier visit.

At Cats in the City, custom animal icons became a parallel layer of organizational memory. An icon could warn staff about medical context, signal that a cat needs a particular room or appointment sequence, preserve a handling caution, identify medication or diet constraints, or record an adaptation discovered through prior care. Each entry is small. Together, the entries create a longitudinal briefing system.

This is the conceptual shift: grooming records are not merely evidence that a service occurred. They can encode the conditions under which care becomes possible. When that information is visible before the appointment, the record begins to function as clinical and operational intelligence.

Five overlapping registries inside one record

The source report was not designed as five formal databases, and many categories could reasonably belong to more than one layer. The framework below is therefore an operational interpretation, not a new prevalence analysis. It shows the different kinds of questions the same record can answer.

The concentration is not cosmetic

Four categories - Medical Alert (536), Important (509), Caution Cat (392), and Senior Cat (247) - account for 74.0% of all visible rows. Medical Alert and Important alone represent 1,045 rows (45.9%). Adding Caution Cat brings the total to 1,437 rows (63.2%). The dominant purpose of the icon system is therefore to interrupt routine, surface risk, and make individualized context visible before service begins.

The risk registry

Medical Alert, Important, Caution Cat, and Senior Cat are the largest categories in the entire inventory. These labels are not neutral profile decorations. They are high-attention signals designed to change how staff enter the encounter. A risk registry answers a practical question: what must be visible before care begins because it could change safety, pace, monitoring, escalation, or the decision to proceed?

The broad Important category is especially revealing. A general high-priority label is useful only when the record also explains why the information matters. In the source, 99.4% of Important rows include narrative notes. Medical Alert note coverage is 99.6%. The label creates the interruption; the note carries the actual care context.

The behavior and handling registry

A behavior registry in grooming should not collapse a cat into a fixed label. The useful record is more specific: what happened under particular conditions, which part of care increased load, what handling approach was better tolerated, and what should be changed next time. Categories such as Caution Cat and Cat Aggressive can create visibility, while the accompanying narrative can preserve the context that prevents the label from becoming a judgment about the cat.

This is not a behavioral diagnosis registry. It is an operational record of response patterns and handling knowledge. Used well, it supports adaptation rather than blame. It also allows knowledge learned by one team member to be available to the next person rather than remaining in individual memory.

The medical context registry

Medical Alert is the largest category in the report at 536 visible rows. The inventory also includes Meds, Urinary Diet, Allergy to Flea Meds, and senior or condition-related notes. These fields show medical context crossing into the grooming workflow: information that may change product selection, appointment timing, handling, monitoring, communication, or the need for veterinary clarification.

The distinction matters. These rows do not establish diagnoses, prevalence, or treatment outcomes. They show that a feline grooming team repeatedly needs medical information in order to plan non-veterinary care responsibly. The record functions as a bridge between known health context and the practical decisions made during grooming.

The workflow registry

Room Preference, Schedule Optimized, Solo Mobile Claws, TANDEM Mobile Claws, Video while grooming, and Needs Potty Pads are operational fields, but they are not separate from care. They answer where, when, with whom, and in what sequence the appointment should occur. In a feline-only practice, the environment and staffing pattern can be part of the intervention.

A workflow registry makes that adaptation repeatable. It can prevent a cat from being placed in an unsuitable room, assigned to an incompatible sequence, or scheduled without the staffing pattern previously found to be necessary. It also turns a one-time accommodation into a durable operating instruction.

The care adaptation registry

The inventory contains highly specific adjustments: Sensitive to drying, NO TREATS, No Substitution's, Social eater, May food restrict, Needs Potty Pads, Give Heat Pad, room preferences, and dietary constraints. These categories answer a different question: what individualized modification makes care more possible, more tolerable, or less likely to fail?

Small categories should not be dismissed as unimportant. A rare adaptation may be rare precisely because it is specific to one cat or one narrow risk. Operational value is not determined only by frequency. A single accurate instruction can prevent a failed appointment, a stress escalation, a dietary error, or the loss of trust built in earlier visits.

Why icon plus note is a powerful architecture

Across the full extracted dataset, 90.2% of visible rows include an explanatory note. Coverage is even higher in categories where context is most important: 99.6% for Medical Alert, 99.4% for Important, and 96.4% for Meds. That pairing is the system's central strength.

An icon provides speed. It gives staff an immediate category-level signal and makes the information easier to surface in a busy workflow. A note provides meaning. It preserves the individualized instruction, history, condition, or exception that the icon cannot carry by itself. Without the icon, important narrative can disappear inside a long profile. Without the note, staff may see urgency without knowing what action it requires.

The correct data model is therefore not structured fields versus narrative. It is structured fields plus narrative. Facts that must be filtered, validated, or scheduled should be captured in discrete fields. Context that depends on professional judgment, sequence, history, or conditional instructions should remain available in the original note.

Complexity is combinatorial

Most approximate animal profiles carry one icon, but nearly one in four carries more than one. Of approximately 1,737 animal profiles, 423 (24.4%) have two or more icon records. That group includes 106 profiles with three or four records. The operational challenge is not simply the existence of individual flags. It is the interaction among them.

The most common combination is Medical Alert plus Senior Cat (59 profiles), followed by Important plus Medical Alert (47). Other recurring patterns combine caution, medications, food restrictions, and senior status. A senior cat with a medical alert is not merely two labels. A caution flag paired with medical context cannot be read safely as two independent facts. The care requirements may interact even when the dataset cannot tell us exactly how.

From individual memory to organizational intelligence

Specialty practices often carry critical knowledge inside people: the team member who remembers which room worked, the person who knows the safest sequence, or the staff member who recalls that a cat may not eat under stress. Custom icons externalize that knowledge. They make an observation portable across time, shifts, and team members.

That portability is the beginning of organizational intelligence. The practice becomes less dependent on who happens to be working and more capable of learning from prior encounters. The record can support pre-appointment planning, staff training, quality improvement, and capacity decisions - but only if the information is current, consolidated, and connected to what happened next.

Four immediate uses

• Pre-appointment planning: assemble active risks, medication or preparation requirements, handling cautions, room and staffing needs, and the latest note into one briefing.
• Training: use recurring categories to identify the skills the practice repeatedly needs, including medical awareness, senior-cat support, handling adaptation, dietary constraints, and sensory management.
• Quality improvement: connect the flags present before care with completion, duration, service modification, staffing pattern, follow-up, and other outcomes.
• Capacity planning: measure the mix of high-attention profiles so staffing and scheduling reflect care complexity rather than appointment count alone.

The current report cannot compare Beaverton with Powell because location is not present in the source. Adding location and stable animal identifiers would allow the practice to measure case mix and workflow needs by site without relying on anecdote.

Activating the hidden intelligence

The historical report shows that the intelligence already exists. The next step is to make it more reliable and more usable. The strongest near-term pathway is not a more elaborate PDF. It is a governed, structured feed that preserves the original note while giving the practice durable identifiers and fields that can be filtered, reviewed, and linked to outcomes.

• Use a direct structured export as the master source. Retain the PDF for human-readable review, but do not make recurring PDF conversion the long-term system of record.
• Add stable owner, animal, and icon-record identifiers, along with location, active or retired status, created and reviewed dates, and the person responsible for the entry.
• Define the icon taxonomy. For each category, document its purpose, creation criteria, review cadence, owner, and conditions for revision or removal.
• Separate structured facts from narrative context. Medication status, handling level, room preference, staffing need, scheduling constraint, and review date should be filterable fields; the original note should remain available for nuance.
• Create a consolidated appointment briefing. Every active flag and its latest note should appear in one place, with a clear acknowledgment that the assigned team member reviewed the plan.
• Connect records to outcomes. The registry becomes a learning system when the practice can ask which adaptations were used, whether care was completed, how long it took, what changed, and what should be carried forward.

Conclusion: what the team chose to remember

The most important finding is not simply that 2,275 visible icon records existed. It is what staff chose to remember. They recorded medical alerts, high-priority context, caution, senior status, medications, room preferences, food restrictions, drying sensitivity, scheduling needs, staffing patterns, pads, heat, and other adaptations. That is a care system leaving a data trace.

The public may see grooming. The record reveals the anticipatory work surrounding it: risk recognition, behavioral interpretation, medical awareness, workflow design, and individualized adaptation. Much of that work occurs before the bath, haircut, nail trim, or de-shedding begins. It is invisible to the person who sees only the finished service, but it is visible in the data.

Grooming records are therefore not merely billing documents. Properly structured, they are risk registries, behavior and handling registries, medical context registries, workflow registries, and care adaptation registries. Their value lies not only in documenting the past, but in making the next encounter safer, more individualized, more consistent, and more learnable.

Cats in the City | TANDEM Cat® Clinical Grooming | Portland, Oregon