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See a real review dashboard for a family practice — before you book the call.

Six months of simulated reviews, signal alerts, and weekly themes from a 3-doctor family practice. Watch how a polarity drop on “insurance billing” lands as an alert before it hits your Google listing.

Reading Lakeshore Family Dental · Madison, WI · last 6 months

5 review sources
Google, Yelp, Facebook, Instagram, and post-visit surveys
6 months simulated
Trailing 26 weeks of polarity, themes, and weekly digest
Theme signals tracked
Insurance billing, wait time, pediatric care, emergencies

Live · simulated data · Lakeshore Family Dental

Sentiment snapshot
Polarity across the trailing 6 months
Live · simulated data · last 6 months · as of Madison, WI
+428 Positive~172 Neutral-136 Negative
Sentiment trend (weekly)
Jan 26last 6 months
3.86-month average across 736 simulated reviews
Recent dental reviews
Polarised · 6 months of simulated reviews · Lakeshore Family Dental
  • 5
    Google
    Hannah E. · Jul 22, 2026

    Dr. Patel came in on a Saturday for an emergency root canal — saved my daughter’s first visit from being a nightmare. Hygienist Jenna was incredible with my nervous 9-year-old.

    Theme: pediatric care
  • 1
    Google
    Marcus T. · Jul 21, 2026

    Three weeks on an insurance pre-auth. Front desk still can’t tell me what my out-of-pocket is for a crown. Frustrated beyond words.

    Theme: insurance billing
  • 5
    Survey
    Priya K. · Jul 19, 2026

    New hygienist was thorough but didn’t rush. Cleaning + fluoride treatment in 45 minutes, in and out before my lunch break. Will keep coming back.

    Theme: cleaning experience
  • 4
    Google
    Ben O. · Jul 17, 2026

    Wait was 25 minutes past my appointment time. Once in the chair everything was quick and painless. Front-desk coffee is still pretty bad though.

    Theme: wait time
  • 5
    Facebook
    Carla R. · Jul 16, 2026

    First visit for my wisdom teeth extraction. Nitrous + the chair-side TV took my anxiety away. Recovery instructions were written out clearly, no surprises.

    Theme: wisdom teeth
  • 2
    Google
    Theo W. · Jul 14, 2026

    Got a “mandibular tori” comment I wasn’t warned about on the intake form. Felt like an upsell on a cleaning I never asked for. Will be shopping around.

    Theme: upsell
Active alerts
Most recent simulated detections from the polarity detector. Theme surges fire the same day they cross baseline; severity drives the chip colour.
  • critical
    Theme surge
    insurance billing
    Baseline 1.20 → observed 4.607d ago · 18 contributing signals

    Front-desk pre-auth cycles stretched to 3+ weeks; 4 of last 6 negative reviews mention insurance timing.

  • warning
    Polarity drop
    wait time
    Baseline 12.00 → observed 31.0011d ago · 9 contributing signals

    Wait minutes crossed 25+ on Wednesday/Thursday across 6 reviews.

  • warning
    Sentiment shift
    first visit
    Baseline 0.710 → observed 0.48013d ago · 4 contributing signals

    First-visit polarity fell off after a hygienist transition in mid-July.

  • critical
    Negative review
    pricing
    Baseline 0.000 → observed 2.0015d ago · 2 contributing signals

    Two 1★ pricing reviews within 10 days — quote-vs-second-opinion gap.

  • warning
    Theme surge
    upsell
    Baseline 0.400 → observed 1.9017d ago · 5 contributing signals

    Patients report add-on diagnostics that weren’t on the intake.

  • warning
    Polarity drop
    pediatric care
    Baseline 1.40 → observed 0.70019d ago · 11 contributing signals

    Back-to-school bookings mixed with rushed fluoride visits — currently net positive but softening.

Top themes
Polarised themes this quarter
Most-mentioned themes and their polarity tag across the last 90 days.
  • #1insurance billing
    41 mentions
  • #2pediatric care
    38 mentions
  • #3wait time
    24 mentions
  • #4emergency visit
    19 mentions
  • #5cleaning experience
    17 mentions
Channel mix
Where the reviews are landing
Share of inbound review volume per source across the trailing 6 months.
  • 48%Google
  • 22%Survey
  • 14%Facebook
  • 11%Yelp
  • 5%Instagram
Weekly digest
What the polarity feed flagged, week by week
Excerpted prose from the simulated weekly digest for Lakeshore Family Dental. Each entry corresponds to the same window the trend bars above chart.
  • Insurance billing surge lands as a critical alert

    Week of Jul 20, 2026

    Six reviews in the trailing 14 days mention wait or surprise cost on insurance pre-auths. We opened a polarity-drop rule on “insurance billing” — the alert fired twice this week at 9:42 and 14:08. Front-desk lead asked for a printable patient-side explainer to drop into the welcome packet.

  • Pediatric first-visit polarity softened

    Week of Jul 13, 2026

    Back-to-school cleanings started strong but we saw a softening on the “first visit” theme tied to a single hygienist. Flagged the outbound texts to the new hygienist team and reached out to each affected family with a follow-up offer.

  • Wait time climbed past 25 minutes twice

    Week of Jul 6, 2026

    Two google reviews on Wednesday and Thursday flagged waits past 25 minutes. Pulled schedule data — both anchor to the 3:30pm block running long because of two unplanned crown preps. Stretching the 3pm appointment by 15s would clear the bleed.

  • Emergency crown repair draws 4★+ polarity

    Week of Jun 29, 2026

    Saturday-emergency volume steady — three emergency fittings this week, all positive. Worth checking if we can convert to a rotating on-call roster without losing that “fit us in tomorrow” responsiveness.

  • Invisalign conversations remain a trust signal

    Week of Jun 22, 2026

    Two Invisalign consults produced the strongest 5★ copy of the week on “consultation”. Listings that quote “priced options, not just one recommendation” out-perform the high-pressure consult variant by 2.4 polarity points.

  • Reminder text cadence trades thumbs with no-show rate

    Week of Jun 15, 2026

    Survey answer from Rita M. flagged the 4-hour text reminder as too tight. Pulled the data — sending a 24-hour reminder added 6% show-up rate on Tuesdays without measurable no-show regression.

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Digest: …
Weekly digest: …