How the Chat Assistant Works (and How to Get the Best Results)

2 min read

Updated on February 3, 2026

The Chat Assistant helps you make sense of unstructured notes, the narrative text you and your collaborating team write before, during, and after care. It is designed to save time by summarizing, organizing, and highlighting patterns across notes.

It is not a replacement for structured reports, vitals flowsheets, or incident logs. Understanding what it does well (and where to adjust how you ask) will help you get the most value.

What the Chat Assistant Is Good At

The Chat Assistant excels at:

  • Summarizing long notes or many notes at once
  • Creating generalized timelines of what has been documented over a period of time
  • Identifying patterns (e.g., worsening agitation, improvement after medication changes)
  • Pulling examples with context (quoting notes where something occurred)
  • Helping you prepare for care conferences, handoffs, or family updates

Think of it as a very fast reader that helps you see the story across documentation.

What the Chat Assistant Is Not Designed For (Yet)

The Chat Assistant may struggle with:

  • Guaranteed completeness, such as:
    • “Every single time this happened”
    • Exact counts (e.g., total number of falls)
  • Structured data reporting, such as:
    • Full vitals histories
    • Incident totals
    • Audit-level reports
  • Data that is inconsistently documented
    • Different wording for the same event (e.g., “fall,” “slide,” “found on floor”)

Because notes are free-text, the assistant can miss entries, especially when you’re asking for absolute or exact answers.

How to Ask Better Questions (and Get Better Results)

1. Be Specific About What You’re Looking For

Instead of:

“Give me all anxiety events”

Try:

“Find notes that mention teeth grinding, leg bouncing, restlessness, or agitation, and list the dates with a quote from each note.”

This helps the assistant know what to scan for.

2. Ask for Quotes, Not Just Summaries

If you think something is missing, ask for the evidence.

Example:

“List the dates and quote the sentence where this behavior was documented.”

Quotes help you verify results quickly without reopening every note.

3. Narrow the Time Window

Large date ranges increase the chance of missed items.

Instead of:

“Since admission”

Try:

“From January 1, 2026 to January 31, 2026”

You can always run a second query for another date range.

4. Use Follow-Up Questions (This Is Expected!)

If a response feels incomplete, try a second pass.

Examples:

  • “Run this again using different wording or synonyms.”
  • “What terms might staff use that could cause you to miss events?”
  • “Search again, focusing only on the last two weeks.”

Asking again is not “doing it wrong”, it’s how you refine results.

Common Use-Case Examples

Behavioral Patterns

“Summarize behavior patterns over the past month, including triggers, frequency, and what interventions helped. Include quotes from notes.”

Blood Pressure in Notes

“Extract all blood pressure readings mentioned in notes since January 1. List date, value, and quote the line.”

Falls (Best Practice)

“List all notes describing a fall, including date, what happened, and outcome. Quote the note and tell me your confidence level.”

When to Use AI vs. Structured Tracking

  • Use the Chat Assistant for:
    • Trend awareness
    • Narrative summaries
    • Faster review of many notes
  • Use structured fields (vitals, incidents) when you need:
    • Exact counts
    • Reporting consistency
    • Long-term tracking

Many teams use both together: AI for insight, structured data for certainty.

A Helpful Rule of Thumb

If you want patterns → ask open-ended.
If you want completeness → ask for quotes, specific terms, and a date range.

We’re Improving This With Your Feedback

Questions like yours help shape future enhancements, including:

  • Better chronological note views
  • AI-assisted structuring of vitals and incidents
  • Clearer confidence indicators in responses

If you notice gaps or have suggestions, we want to hear them.

💡 We’re committed to customer success and simplifying medical information for individuals, families, and agencies that support them. If you don’t find what you are looking for, please let us know at support@primaryrecord.com or (317) 210-0644.