How AI Search Is Recommending Medical Bills: Monthly Trends
This analysis is based on the source benchmark: Medical Bills: 2026 AI Market Discovery Index
Key Takeaways
- Dollar For remained the top-recommended brand in medical bills in August 2026 with 81.0% valid recommendation coverage, despite a modest month-over-month dip.
- CareRoute posted the only statistically meaningful movement, rising from 1.8% to 12.1% valid recommendation coverage and adding its first rank-one placements.
- Goodbill fell from 60.0% to 50.0% valid recommendation coverage, though its top-three placement rate improved when it was recommended.
- FAIR Health increased coverage from 20.0% to 34.5%, narrowing the gap with Goodbill even as its overall mention presence declined.
Executive Summary
Dollar For continues to lead recommendation coverage in the Medical Bills category in August 2026, holding its position as the most-recommended brand by a wide margin. Its valid recommendation coverage stands at 81.0%, down 2.6 points from July 2026's 83.6%, with only one significant mover reshaping the competitive picture this month.
CareRoute emerged as the strongest upward mover, with valid recommendation coverage rising from 1.8% in July to 12.1% in August. The gain of 10.3 points marks the benchmark's only significant movement this month. CareRoute's rank-one recommendation rate also moved from 0.0% to 3.5%, alongside two rank-one placements in the current period.
Goodbill recorded the sharpest decline, with valid recommendation coverage falling from 60.0% in July to 50.0% in August, a 10.0-point move. Despite the drop, Goodbill remains the second most-recommended brand in the category, though its lead over FAIR Health narrowed considerably.
The category overall was otherwise stable. FAIR Health rose from 20.0% to 34.5%, Granted Health moved from 0.0% to 1.7%, and Dollar For's decline stayed within normal month-to-month variation. The competitive gap between FAIR Health and Goodbill narrowed from 40.0 points to 15.5 points over the two-month series.
Each monthly run begins with 800 prompt-surface observations (746 unique questions in July, 755 in August) across the benchmark's defined AI/search surface universe. Of those, 376 July prompts and 397 August prompts mentioned a tracked brand or competitor; 57 July prompts and 59 August prompts were relevant, while 319 July and 338 August were irrelevant. The public metrics use the 55 July observations and 58 August observations that survive both qualification stages.
AI recommendation trend
valid recommendation coverage, Jul 2026 to Aug 2026
- Dollar For-2.6%Jul 202683.6%Aug 202681.0%
- Goodbill-10.0%Jul 202660.0%Aug 202650.0%
- FAIR Health+14.5%Jul 202620.0%Aug 202634.5%
- CareRoute+10.3% · beyond normal variationJul 20261.8%Aug 202612.1%
- Granted Health+1.7%Jul 20260.0%Aug 20261.7%
- Clearity Healthno changeJul 20260.0%Aug 20260.0%
Key Findings
Signal | August 2026 finding |
|---|---|
Category leader | Dollar For leads valid recommendation coverage at 81.0% |
Largest riser | CareRoute rose 10.3 points to 12.1% valid recommendation coverage |
Largest decliner | Goodbill fell 10.0 points to 50.0% valid recommendation coverage |
Leader gap | Dollar For leads Goodbill by 31.0 points in valid recommendation coverage |
Significant movement | CareRoute was the only brand with movement beyond normal variation |
Surface breadth | 4 of 6 AI surface families had qualified observations in August 2026 |
Benchmark Context
The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.
Research stage | Jul 2026 | Aug 2026 | What it represents |
|---|---|---|---|
Source prompt-surface observations collected | 800 | 800 | Total prompt-surface observations in the benchmark's defined universe |
Unique questions | 746 | 755 | Distinct questions asked across the surface universe |
Brand / competitor mentions | 376 | 397 | Prompts that mentioned a tracked brand or competitor |
Relevant prompts | 57 | 59 | Prompts relevant to the Medical Bills category |
Irrelevant prompts | 319 | 338 | Prompts screened out as not relevant |
Qualified benchmark observations | 55 | 58 | Public denominator after both qualification stages |
Qualified surface breadth | 2 | 4 | Canonical AI surface families with at least one qualified observation |
These qualification stages produced a modest increase in the public denominator, from 55 observations in July to 58 in August, while also broadening the surface mix that sits behind the brand-level numbers below.
Benchmark-Level Metrics
Metric | Jul 2026 | Aug 2026 | Change |
|---|---|---|---|
Qualified observations | 55 | 58 | Up 3 |
Companies tracked | 6 | 6 | No change |
Recommendation-shaped answer share | 30.9% | 39.7% | Up 8.8 points |
Valid recommendation shortlist share | 1.8% | 19.0% | Up 17.2 points |
Category leader by coverage | Dollar For | Dollar For | Stable |
July 2026 serves as the baseline for this two-month series, with August 2026 as the current reporting period. The expansion in qualified surface breadth from 2 to 4 families reflects the addition of ChatGPT and Copilot observations in August, alongside the Google AI Mode and Google AI Overviews surfaces that made up the July run. That broader surface coverage is useful context when reading the increase in valid recommendation shortlist share alongside it, since a wider surface mix can affect which prompts qualify.
AI Recommendation Trend
The category held its leadership structure while the middle of the field shifted. Dollar For retained the top position with 81.0% valid recommendation coverage, while Goodbill's 50.0% placed it second and FAIR Health's 34.5% pulled it into a closer third. CareRoute's significant rise created a new tier above the smallest brands.
Brand | Jul 2026 | Aug 2026 | Movement | Aug 2026 rank |
|---|---|---|---|---|
Dollar For | 83.6% | 81.0% | Down 2.6 points | 1st |
Goodbill | 60.0% | 50.0% | Down 10.0 points | 2nd |
FAIR Health | 20.0% | 34.5% | Up 14.5 points | 3rd |
CareRoute | 1.8% | 12.1% | Up 10.3 points | 4th |
Granted Health | 0.0% | 1.7% | Up 1.7 points | 5th |
Clearity Health | 0.0% | 0.0% | No change | 6th |
CareRoute was the only brand whose movement exceeded normal month-to-month variation. The remaining shifts came from a combination of smaller movements across the other five brands, none of which individually moved enough to be classified as significant for valid recommendation coverage.
What Changed This Month
CareRoute: Significant Rise in Recommendation Coverage
CareRoute's valid recommendation coverage rose from 1.8% in July to 12.1% in August, a 10.3-point gain — the only movement this month that exceeded normal month-to-month variation. The brand moved from one valid recommendation in July to seven in August.
The rise was broad across supporting signals. Raw mention presence moved from 7.3% to 24.1%, a 16.8-point gain. CareRoute recorded two rank-one recommendations and two top-three placements in August, up from none in July. Its average recommended rank in August was 2.
CareRoute's presence rate continues to run ahead of its recommendation coverage, indicating a portion of its new mentions have not yet converted into a valid recommendation.
Highest-priority diagnostic: Which prompt categories drove the new recommendations, and which surface family (AI Overviews or Copilot) supplied the rank-one placements?
Goodbill: Sharpest Decline in Recommendation Coverage
Goodbill's valid recommendation coverage fell from 60.0% in July to 50.0% in August, down 10.0 points. The brand's valid recommendation count dropped from 33 to 29, with the denominator rising from 55 to 58 qualified observations.
The decline coincided with a presence pullback. Raw mention presence fell from 67.3% to 51.7%, a 15.6-point drop. Goodbill's recommendation coverage (50.0%) now sits close to its presence rate (51.7%), a tighter relationship between mentions and recommendations than the category leader shows.
Goodbill's top-three recommendation rate rose from 1.8% to 15.5%, a 13.7-point move. The brand was recommended less often overall but more prominently when it was named.
Highest-priority diagnostic: Which competitor captured the recommendation when Goodbill lost it, and whether the decline concentrated in specific prompt types or surfaces.
FAIR Health: Coverage Up Despite Lower Presence
FAIR Health's valid recommendation coverage rose from 20.0% to 34.5%, up 14.5 points. The brand's valid recommendation count rose from 11 to 20 within a slightly larger qualified set.
Presence moved in the opposite direction. Raw mention presence fell from 45.5% to 36.2%, down 9.3 points. FAIR Health converted a higher share of its mentions into recommendation credit in August, with 20 valid recommendations from 21 mentions.
The net sentiment score rose from 0.6 to 1.0, alongside a 3.5-point increase in top-three recommendation rate to 3.5%. FAIR Health recorded two top-three placements but zero rank-one recommendations.
Highest-priority diagnostic: Why FAIR Health's recommendation conversion improved even as its overall presence shrank, and which evidence sources supported the new recommendations.
Dollar For: Stable Leader With Deeper Recommendation Strength
Dollar For's valid recommendation coverage moved from 83.6% in July to 81.0% in August, a 2.6-point decline. The brand remained the category leader with 47 valid recommendations from 48 mentions.
The leadership position coexisted with a shift in recommendation prominence. Dollar For's rank-one rate rose from 1.8% to 13.8%, and its top-three rate rose from 1.8% to 19.0%. The brand held 8 rank-one placements in August with an average recommended rank of 1.36.
Raw mention presence fell from 98.2% to 82.8%, a 15.4-point drop. Dollar For remains the default answer across the category, but its near-universal presence dipped while its recommendation quality deepened.
Highest-priority diagnostic: Whether the presence decline reflects a smaller share of prompts mentioning any brand, or specific surface-specific coverage gaps.
Granted Health: First Recommendation Credit
Granted Health moved from 0.0% to 1.7% valid recommendation coverage in August, earning its first valid recommendation in the series. The count is small: 2 mentions, 1 valid recommendation, and 1 top-three placement.
The brand's presence moved from 1.8% to 3.5%, a small base that makes the move fragile. Net sentiment moved from 0.0 to 0.5.
Highest-priority diagnostic: Which prompt produced the single recommendation and whether it signals a repeatable pattern or a one-off mention.
Clearity Health: No Movement
Clearity Health recorded no mentions and no valid recommendations in either month. The brand's valid recommendation coverage held at 0.0% across both periods, with zero observations qualifying in July or August.
Dollar For records 81.0% valid recommendation coverage in August, while Clearity Health stands at 0.0%. The more important issue is not the size of that gap but what it means commercially: every brand in this benchmark that appears in a qualified observation has a foothold that Clearity Health does not yet have. Dollar For's 82.8% raw mention presence and 8 rank-one placements this month underline how far a competitor's recommendation position has advanced while Clearity Health has zero qualified mentions to build from. Until Clearity Health registers even a single qualified mention, it cannot compete for recommendation share, top-three placement, or rank-one status in this category at all.
Highest-priority diagnostic: Whether Clearity Health appears in any raw collection prompts that did not qualify, or whether the brand is entirely absent from the Medical Bills question universe.
Buyer-Intent Interpretation
Buyer-intent cluster | What it captures | Strategic question |
|---|---|---|
Brand Recommendation | Prompts where a specific brand is recommended | Who wins the direct recommendation when a consumer asks for help with medical bills? |
Pricing & Value | Prompts about cost, fees, or value trade-offs | How do brands appear when consumers compare cost or value? |
Multi-Brand Comparison | Prompts that weigh two or more brands side by side | Which brands are positioned as comparable alternatives? |
The qualified observations in August fell into the Brand Recommendation cluster, consistent with July. All 58 qualified observations and all brand-level metrics in the current period sit in this cluster. The Pricing & Value and Multi-Brand Comparison clusters recorded no qualified observations in either month.
That concentration means the public benchmark can speak to which brand AI systems recommend, but not yet to how brands surface in pricing discussions or head-to-head comparisons. Some August responses touched on pricing themes without meeting the brand-level recommendation bar, so the commercial questions around cost and value remain open at the benchmark level.
Brand Opportunity Summary
Brand | Aug 2026 coverage | Current signal | Highest-priority diagnostic |
|---|---|---|---|
Dollar For | 81.0% | Leader with rising rank-one rate | Which prompts still name a competitor instead? |
Goodbill | 50.0% | Coverage down, top-three rate improved | Where did lost recommendations go? |
FAIR Health | 34.5% | Coverage up despite lower presence | Which sources drive the new recommendations? |
CareRoute | 12.1% | Significant rise, first rank-one placements | Which prompts and surfaces produced the gains? |
Granted Health | 1.7% | First recommendation credit | Is the single recommendation repeatable? |
Clearity Health | 0.0% | No presence in qualified set | Does the brand appear in any unqualified prompts? |
The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.
Evidence Behind the Benchmark
The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, and citations where exposed). Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.
About This Benchmark
This report is part of the CiteWorks Studio AI Industry Market Discovery research program.
- AI Industry Market Discovery
- AI Industry Market Discovery Methodology
- AI Industry Market Discovery Metrics
- AI Industry Market Discovery Standards
Report-Specific Interpretation Notes
- The August run expanded from 2 to 4 qualified surface families with the addition of ChatGPT and Copilot observations. Comparisons between months reflect this broader surface coverage.
- Movement in valid recommendation coverage identifies changes worth investigating; it does not by itself establish the cause of those changes.
- Small counts apply to Granted Health (1 valid recommendation) and Clearity Health (0), and those figures should be read with appropriate caution.
- Qualified observations (55 in July, 58 in August) are the public denominator; the raw collection universe of 800 prompts per month is larger and includes screened-out material.
Next Step
The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.
The aggregate percentages reveal which brands AI systems recommend and how prominently, but they do not answer the questions beneath the numbers: which high-intent prompts a brand wins, which competitor takes the recommendation when a brand loses, what attributes AI systems associate with each option, and which external sources shape those answers.
A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It turns the benchmark's directional signal into an actionable picture of where a brand's authority is building or eroding.
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