How AI Search Is Recommending Business Phone Systems: Monthly Trends
This analysis is based on the source benchmark: Business Phone Systems: 2026 AI Visibility Market Discovery Index
Key Takeaways
- RingCentral led the category in October 2026 with 75.2% valid recommendation coverage and stronger rank-one placement.
- Nextiva and RingCentral posted the clearest month-over-month gains, while the leadership cluster stayed above 66% coverage.
- Dialpad Meetings, Grasshopper, and GoTo Meeting saw the steepest declines in recommendation coverage over the period.
- Pricing answers from AI platforms were inconsistent for Nextiva, Ooma, and RingCentral, showing conflicting monthly price claims.
Executive Summary
RingCentral remains the category leader in AI search recommendations for Business Phone Systems, holding 75.2 percent valid recommendation coverage in October 2026 against 71.3 percent in July 2026, a 3.9 point gain that stayed within normal month-to-month variation. The gap to the next brand, Nextiva at 71.8 percent, tightened to 3.4 points, down from the 4.5 point separation recorded against the same rival in September 2026 and the 3.4 point separation in July 2026.
The strongest upward mover with coverage was RingCentral, up 3.9 points against the July 2026 baseline and up 4.8 points from September 2026, reaching a top-three rate of 64.7 percent and a rank-one rate of 44.7 percent in October 2026. On the second line, Nextiva rose 3.9 points against baseline and 5.9 points from September 2026, to 71.8 percent coverage with a top-three rate of 54.9 percent and a rank-one rate of 10.5 percent.
The sharpest decliner was Dialpad Meetings, which fell 13.1 points from 33.7 percent in July 2026 to 20.6 percent in October 2026, a significant decline with a two-month downward streak. GoTo Meeting fell 3.1 points from 4.9 percent to 1.8 percent over the same window, also a significant decline. Grasshopper fell 8.3 points from 33.1 percent to 24.8 percent, and Microsoft Teams dropped from 10.1 percent in July 2026 to 0.0 percent in October 2026, both significant declines against baseline.
Set against the prior month, the category was a movement month: four brands posted significant declines against baseline, and two of the leadership cluster posted significant single-month gains from September 2026. The headline is a split category, with the top of the field strengthening while a group of mid-tier brands continued to lose ground.
Each monthly run begins with 800 prompt-surface observations (486 unique questions in July 2026, 531 in August 2026, 512 in September 2026, and 513 in October 2026) across the benchmark's defined AI/search surface universe. Of those, 800 mentioned a tracked brand or competitor; 786 were relevant and 14 were irrelevant in July 2026, moving to 791 relevant and 9 irrelevant in August 2026 and September 2026, and 790 relevant and 10 irrelevant in October 2026. The public metrics use the 614 qualified observations in July 2026 and the 669 qualified observations in October 2026 that survive both qualification stages.
AI recommendation trend
valid recommendation coverage, Jul 2026 to Oct 2026
- RingCentral75.2%
- Nextiva71.8%
- Zoom Phone66.2%
- Ooma56.4%
- Vonage30.3%
- Grasshopper24.8%
- 8x823.9%
- Dialpad Meetings20.6%
- GoTo Meeting1.8%
- Microsoft SharePoint0.0%
- Microsoft Teams0.0%
Key Findings
Signal | October 2026 finding |
|---|---|
Category leader | RingCentral at 75.2% valid recommendation coverage, up 3.9 points from July 2026 |
Largest riser with coverage | RingCentral, up 4.8 points from September 2026 (significant); Nextiva up 5.9 points from September 2026 (significant) |
Largest decliner | Dialpad Meetings at 20.6%, down 13.1 points from July 2026 (significant) |
Second significant decliner | Grasshopper at 24.8%, down 8.3 points from July 2026 (significant, three-month streak) |
Third significant decliner | GoTo Meeting at 1.8%, down 3.1 points from July 2026 (significant) |
Recommendation-shaped answers | 61.4% of responses, up from 36.8% in July 2026 |
Brand coverage breadth | 6 of 6 AI surface families qualified in the current benchmark |
AI Response Inconsistency Alerts
Questions This Section Answers
- Which business phone system brands had conflicting pricing claims across AI platforms?
- Where did ChatGPT, Copilot, Gemini, and Google AI Mode disagree on monthly pricing?
The benchmark detected 7 critical or high-severity factual inconsistencies across 4 AI platforms: ChatGPT, Copilot, Gemini, and Google AI Mode. The conflicts centered on pricing claims for three tracked brands.
Nextiva
AI platforms provided conflicting information about Nextiva's entry-level monthly price. When asked "What is the best VoIP service for small businesses?", ChatGPT stated the price was approximately $23 per user per month, citing a small-business VoIP comparison page, RingCentral's plan-pricing page, and a VoIP review site, while Copilot stated the price was from $15 per user per month, citing PCMag, a dedicated small-business VoIP comparison site, and a second VoIP listing page. One flagged source on the Copilot side, a VoIP comparison page, carried the excerpt "From $15/user/mo ... At $15 per user per month for the Core plan."
A second conflict on the same topic appeared when the question was "Which is the best VoIP company?" ChatGPT stated Core pricing starts at $15 per user per month when billed annually and Engage is $25 per user per month, citing RingCentral's plans and pricing page, Nextiva's own small-business VoIP page, and Zoom's VoIP product page, while Gemini stated a starting price of approximately $23 per user per month, citing three third-party VoIP review pages. Flagged sources on the ChatGPT side included a Crazy Egg comparison page and Nextiva's own small-business VoIP page, the latter carrying the excerpt "Core Connect your team & customers $ 15 /user/mo $23 Save 35% ... Engage Manage interactions at scale $ 25 /user/mo $50 Save 50%."
A third conflict concerned the Core plan specifically. When asked "Is Nextiva a good phone service?", ChatGPT stated Core starts at $15 per user per month on annual small-business pricing, citing Nextiva's pricing page, G2, and Capterra, while Google AI Mode stated Core is $23 to $30 per user per month, citing Nextiva's reviews blog, Business.com, and a third-party review page. Flagged sources on the ChatGPT side included Nextiva's own pricing page and a Nextiva comparison blog.
A fourth conflict concerned the Engage plan. When asked "Is Nextiva a good phone service?", ChatGPT stated Engage is $25 per user per month, citing Nextiva's pricing page, G2, and Capterra, while Google AI Mode stated Engage is $50 to $55 per user per month, citing Nextiva's reviews blog, Business.com, and a third-party review page. Flagged sources on the ChatGPT side included Nextiva's pricing page, a Grasshopper comparison blog, and Nextiva's own comparison blog.
Ooma
AI platforms provided conflicting information about Ooma's starting monthly price. When asked "Which internet phone service is best?", ChatGPT stated the service was around $19.95 per user per month to start, citing Forbes, a TechRadar review, and a cheap-VoIP comparison page, while Google AI Mode stated the basic plan is technically free after buying the upfront hardware adapter at around $99.99, with only local monthly taxes and fees of usually $7 to $8, citing PCMag, Zapier, and a residential VoIP explainer. Flagged sources on the Google AI Mode side included Ooma's own home phone service page, and on the ChatGPT side, a VoIP comparison page and a TechRadar review.
A second conflict on the same topic appeared when the question was "Who has the cheapest VoIP service?" Google AI Mode stated the Ooma Telo basic tier costs $0.00 per month with only taxes and fees, citing a VoIP provider site, a Reddit thread, and Ooma's own home phone page, while Copilot stated Ooma Essentials costs $19.95 per user per month, citing a business phone systems comparison page, a cheapest-VoIP listing, and a VoIP directory. Flagged sources split on both sides, with Ooma's home phone page and a VoIP review page supporting the free-tier claim, and a Crazy Egg comparison page supporting the paid figure.
RingCentral
AI platforms provided conflicting information about RingCentral's entry-level monthly price. When asked "What is the best phone system for a small business?", ChatGPT stated RingEX annual pricing starts around $19.99 per user per month for Essentials and $24.99 for Standard, citing RingCentral's plan-pricing page and Zoom's multi-line phone systems page, while Copilot stated RingCentral starts at $30 per user per month, citing U.S. News, a business directory listing, and a small-business comparison site. One flagged source on the ChatGPT side, RingCentral's own plan-pricing page, carried the excerpt "Annually: $ 19 .99/user/mo Monthly: $ 29 .99/user/mo."
Benchmark Context
Questions This Section Answers
- How many observations qualified for the public benchmark in October 2026?
- Why are brand recommendation percentages calculated against a smaller qualified set rather than the raw 800 prompts?
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 | Oct 2026 | What it represents |
|---|---|---|---|
Source prompt-surface observations collected | 800 | 800 | Raw prompt-surface observations gathered |
Unique questions | 486 | 513 | Distinct questions after de-duplication |
Brand / competitor mentions | 800 | 800 | Prompts mentioning a tracked brand or competitor |
Relevant prompts | 786 | 790 | Prompts relevant to the vertical |
Irrelevant prompts | 14 | 10 | Prompts not relevant to the vertical |
Qualified benchmark observations | 614 | 669 | Public denominator after all qualification stages |
Qualified surface breadth | 6 | 6 | AI surface families with at least one qualified observation |
The qualified analysis set grew from 614 to 669 observations between July 2026 and October 2026. Brand-level percentages below are calculated against these qualified denominators, not the raw 800-prompt collection.
Benchmark-Level Metrics
Metric | Jul 2026 | Oct 2026 | Change |
|---|---|---|---|
Qualified observations | 614 | 669 | Up 55 |
Companies tracked | 10 | 10 | Flat |
Recommendation-shaped answer share | 36.8% | 61.4% | Up 24.6 points |
Valid recommendation shortlist share | 71.3% | 78.5% | Up 7.1 points |
Category leader by coverage | RingCentral (71.3%) | RingCentral (75.2%) | Leader stable |
The recommendation-shaped answer share rose sharply across the series, reaching 61.4 percent in October 2026 against 36.8 percent in July 2026. The tracker universe includes 10 brands in October 2026, with Microsoft SharePoint in the tracked set and Microsoft Teams no longer appearing in the current comparable set.
AI Recommendation Trend
Questions This Section Answers
- Which business phone system brands formed the leadership cluster in October 2026?
- Which brands posted significant single-month gains or declines from September 2026?
The leadership cluster strengthened in October 2026 while a group of mid-tier brands continued to lose coverage
RingCentral, Nextiva, and Zoom Phone form a leadership cluster above 66 percent coverage, with RingCentral and Nextiva each posting significant single-month gains from September 2026. The category-level change came from the combination of gains at the top of the field and significant declines among mid-tier brands, not from any single brand breaking away.
Brand | Jul 2026 | Oct 2026 | Movement | Oct 2026 rank |
|---|---|---|---|---|
RingCentral | 71.3% | 75.2% | Up 3.9 points | 1st |
Nextiva | 67.9% | 71.8% | Up 3.9 points | 2nd |
Zoom Phone | 63.2% | 66.2% | Up 3.0 points | 3rd |
Ooma | 56.2% | 56.4% | Up 0.2 points | 4th |
Vonage | 32.2% | 30.3% | Down 1.9 points | 5th |
Grasshopper | 33.1% | 24.8% | Down 8.3 points | 6th |
8x8 | 27.7% | 23.9% | Down 3.8 points | 7th |
Dialpad Meetings | 33.7% | 20.6% | Down 13.1 points | 8th |
GoTo Meeting | 4.9% | 1.8% | Down 3.1 points | 9th |
Microsoft SharePoint | Not tracked | 0.0% | No coverage this month | 10th |
The significant movements in October 2026 exceeded normal month-to-month variation for both the risers and the decliners, while the leadership cluster's baseline-to-current changes stayed within normal variation. Microsoft Teams exited the tracked set earlier in the series and does not appear in the current comparable set.
What Changed This Month
Questions This Section Answers
- How did RingCentral's coverage and rank-one placement change from July to October 2026?
- Which brands posted the steepest declines in recommendation coverage this month?
RingCentral (leader)
RingCentral's valid recommendation coverage rose from 71.3 percent in July 2026 to 75.2 percent in October 2026, a 3.9 point gain against baseline. The sharper story is the prior-to-current move: coverage rose 4.8 points from 70.4 percent in September 2026, a significant single-month gain that extended a two-month upward streak.
Placement strengthened alongside coverage. Its top-three rate rose 8.5 points from 56.2 percent in July 2026 to 64.7 percent in October 2026, a significant gain against baseline, and its rank-one rate rose 7.6 points from 37.1 percent to 44.7 percent, also significant.
The distinction to notice: RingCentral's rank-one improvement outpaced its coverage improvement, meaning the brand is not only being recommended more often but being placed first more often. Its raw mention presence remained near ceiling at 97.3 percent in October 2026 against 96.6 percent in July 2026.
Highest-priority diagnostic: Which prompt families drove the rank-one gain from September 2026 to October 2026, and which competitors held first position in the answers RingCentral did not win outright?
Nextiva (largest riser by single-month move)
Nextiva's valid recommendation coverage rose from 67.9 percent in July 2026 to 71.8 percent in October 2026, a 3.9 point gain against baseline. The sharper move was prior-to-current: coverage rose 5.9 points from 65.9 percent in September 2026, a significant single-month gain that extended a two-month upward streak.
Its top-three rate rose 10.9 points from 44.0 percent in July 2026 to 54.9 percent in October 2026, a significant gain against baseline. Its rank-one rate was roughly flat, moving from 9.9 percent to 10.5 percent.
The distinction to notice: Nextiva's gain is concentrated in top-three placement rather than first position. The brand is being drawn into more shortlists without converting those appearances into rank-one wins at a materially higher rate.
Highest-priority diagnostic: Which prompts place Nextiva in the top three but not first, and which competitor holds the rank-one position in those answers?
Dialpad Meetings (sharpest decliner)
Dialpad Meetings' valid recommendation coverage fell from 33.7 percent in July 2026 to 20.6 percent in October 2026, a 13.1 point decline that registered as significant against baseline. The prior-to-current move was also significant: coverage fell 6.8 points from 27.4 percent in September 2026, a two-month downward streak. The brand carried 138 valid recommendations in October 2026 against 207 in July 2026.
Presence declined faster than coverage in relative terms. Its raw mention presence fell 15.9 points from 39.7 percent in July 2026 to 23.8 percent in October 2026, a significant decline. Its top-three rate fell 2.4 points to 4.9 percent, and its rank-one rate fell to 0.0 percent from 0.7 percent, with zero rank-one recommendations in October 2026. Net sentiment held at 0.9.
The distinction to notice: Dialpad Meetings is losing raw presence faster than it is losing recommendation coverage, and its rank-one position has gone to zero. This reads as a surfacing decline combined with a loss of first-position wins rather than a uniform coverage collapse.
Highest-priority diagnostic: Which prompt families that surfaced Dialpad Meetings in earlier months no longer surface the brand, and which competitor absorbed that exposure?
Grasshopper (significant decliner, three-month streak)
Grasshopper's valid recommendation coverage fell from 33.1 percent in July 2026 to 24.8 percent in October 2026, an 8.3 point decline that registered as significant against baseline. The prior-to-current move was 1.7 points, within normal variation, but the three-month downward streak continued.
Its raw mention presence fell 9.3 points from 40.1 percent in July 2026 to 30.8 percent in October 2026, a significant decline. Its top-three rate rose 2.2 points to 6.1 percent and its rank-one rate rose 1.1 points to 2.4 percent, with 16 rank-one recommendations in October 2026 against 8 in July 2026.
The distinction to notice: Grasshopper is losing presence while its recommendation quality within the answers where it appears is improving. The brand converts a smaller presence into stronger placement, which points to a surfacing issue rather than a positioning problem.
Highest-priority diagnostic: Which competitor is absorbing Grasshopper's lost mention presence across the three-month decline?
8x8 (stable, prior-to-current riser)
8x8's valid recommendation coverage fell from 27.7 percent in July 2026 to 23.9 percent in October 2026, a 3.8 point decline that stayed within normal variation. The prior-to-current move was significant in the other direction: coverage rose 4.9 points from 19.0 percent in September 2026, extending a two-month upward streak.
Its raw mention presence fell 4.9 points from 39.1 percent in July 2026 to 34.2 percent in October 2026, within normal variation. Its top-three rate rose 1.6 points to 5.7 percent, and its rank-one rate rose to 0.3 percent from 0.0 percent, with 2 rank-one recommendations in October 2026. Its valid recommendation count was 160 in October 2026 against 170 in July 2026.
The distinction to notice: 8x8's baseline-to-current decline masks a two-month recovery from September 2026. The brand has regained coverage and recorded its first rank-one placements of the series.
Highest-priority diagnostic: Which prompt families drove the September 2026 to October 2026 recovery, and whether that pattern holds or is a single-month effect?
GoTo Meeting (significant decliner, small count)
GoTo Meeting's valid recommendation coverage fell from 4.9 percent in July 2026 to 1.8 percent in October 2026, a 3.1 point decline that registered as significant against baseline. The prior-to-current move was also significant: coverage fell 2.4 points from 4.2 percent in September 2026, a two-month downward streak. The brand carried only 12 valid recommendations in October 2026 against 30 in July 2026.
Its raw mention presence fell 2.8 points from 5.5 percent in July 2026 to 2.7 percent in October 2026, a significant decline. Its top-three rate was 0.3 percent, with 2 top-three placements against 1 in July 2026. Its rank-one rate remained 0.0 percent.
The distinction to notice: GoTo Meeting operates on a very small count, and its 1.8 percent coverage translates to 12 valid recommendations out of 669 qualified observations. Small-count movement should be read as directional.
Highest-priority diagnostic: Which narrow prompt set keeps GoTo Meeting visible at all, and whether those prompts are recommendation-driven or incidental?
Vonage (watch item, three-month streak)
Vonage's valid recommendation coverage fell from 32.2 percent in July 2026 to 30.3 percent in October 2026, a 1.9 point decline that stayed within normal variation. The prior-to-current move was 0.8 points. The category flags this as a watch item on a three consecutive monthly decline, cumulative still within normal variation.
Its raw mention presence was roughly flat, moving from 51.0 percent in July 2026 to 51.4 percent in October 2026. Its top-three rate rose 0.7 points to 6.7 percent, and its rank-one rate rose 0.7 points to 0.9 percent, with 6 rank-one recommendations against 1 in July 2026. Net sentiment softened from 0.7 to 0.6.
The distinction to notice: Vonage's coverage decline is small and its placement metrics improved, which suggests the coverage movement sits inside normal variation rather than representing a structural loss. The multi-month direction still warrants watching.
Highest-priority diagnostic: Which prompts account for Vonage's rank-one gain, and whether the three-month coverage direction reverses or persists?
Ooma (stable)
Ooma's valid recommendation coverage held essentially flat from 56.2 percent in July 2026 to 56.4 percent in October 2026, a 0.2 point gain within normal variation. The prior-to-current move was 1.2 points.
Its top-three rate rose 5.5 points from 16.8 percent in July 2026 to 22.3 percent in October 2026, a significant gain against baseline. Its rank-one rate rose 1.3 points to 6.7 percent, with 45 rank-one recommendations against 33 in July 2026.
The distinction to notice: Ooma's coverage was stable while its top-three rate posted a significant gain. The brand is being placed higher within a similar overall coverage footprint.
Highest-priority diagnostic: Which prompts moved Ooma into the top three without raising its overall coverage rate?
Zoom Phone (stable, strong placement)
Zoom Phone's valid recommendation coverage rose from 63.2 percent in July 2026 to 66.2 percent in October 2026, a 3.0 point gain within normal variation. The prior-to-current move was 1.3 points, extending a two-month upward streak.
Its top-three rate rose 5.1 points from 39.1 percent in July 2026 to 44.2 percent in October 2026, within normal variation. Its rank-one rate fell 2.8 points from 9.1 percent to 6.3 percent, also within normal variation.
The distinction to notice: Zoom Phone's top-three visibility improved while its rank-one rate softened. The brand is being shortlisted more often without converting those placements into first position at the same rate.
Highest-priority diagnostic: Which competitor holds the rank-one position in the prompts where Zoom Phone appears in the top three but not first?
Microsoft SharePoint (stable, no current coverage)
Microsoft SharePoint's valid recommendation coverage was 1.2 percent in September 2026 and 0.0 percent in October 2026, with no valid recommendations in October 2026. The prior-to-current move was a significant 1.2 point decline against a very small base. The brand had zero present observations in October 2026.
The distinction to notice: Microsoft SharePoint's October 2026 result reflects no coverage rather than a decline from a meaningful baseline. The brand's only footprint in the series came in the prior month, and movements at this scale should be read as directional.
Highest-priority diagnostic: Whether Microsoft SharePoint re-enters the tracked results in subsequent months, and on which prompts if so?
Buyer-Intent Interpretation
Questions This Section Answers
- Which buyer-intent clusters did the benchmark capture in October 2026?
- Which buyer questions can the public benchmark not yet answer?
Buyer-intent cluster | What it captures | Strategic question |
|---|---|---|
Brand Recommendation | Prompts asking for a direct brand suggestion in business phone systems | Which brand does the AI surface first when a buyer asks for a recommendation? |
Pricing & Value | Prompts focused on cost, pricing plans, and value comparisons | Which brand's evidence supports favorable pricing narratives in AI answers? |
Multi-Brand Comparison | Prompts asking for explicit head-to-head brand comparisons | Which brand wins the comparative framing when multiple options are assessed? |
In October 2026, all 669 qualified observations fell into the Brand Recommendation cluster. The public benchmark cannot yet answer pricing and value questions or multi-brand comparison questions. These remain open areas for company-level analysis. The AI Response Inconsistency Alerts above show that pricing questions are being asked and answered by AI platforms, but at the sub-cluster level that does not roll up into the public benchmark's cluster split.
Brand Opportunity Summary
Questions This Section Answers
- Which brands showed rising versus declining coverage signals in October 2026?
- What diagnostic question points to the next step for each brand?
Brand | Oct 2026 coverage | Current signal | Highest-priority diagnostic |
|---|---|---|---|
RingCentral | 75.2% | Leader, rising; top-three 64.7%, rank-one 44.7% | Which prompts drove the rank-one gain from September 2026? |
Nextiva | 71.8% | Second, rising; top-three 54.9%, rank-one 10.5% | Which prompts convert Nextiva top-three visibility into rank-one wins? |
Zoom Phone | 66.2% | Third, stable; top-three 44.2%, rank-one 6.3% | Why does Zoom Phone's rank-one rate trail its top-three rate so sharply? |
Ooma | 56.4% | Fourth, stable; top-three 22.3%, rank-one 6.7% | Which prompts moved Ooma into the top three without raising coverage? |
Vonage | 30.3% | Watch item, three-month streak; top-three 6.7%, rank-one 0.9% | Which prompts account for Vonage's rank-one gain? |
Grasshopper | 24.8% | Significant decliner, three-month streak; top-three 6.1%, rank-one 2.4% | Which competitor is absorbing Grasshopper's lost mention presence? |
8x8 | 23.9% | Stable, recovering; top-three 5.7%, rank-one 0.3% | Which prompt families drove the September to October recovery? |
Dialpad Meetings | 20.6% | Significant decliner, two-month streak; top-three 4.9%, rank-one 0.0% | Which prompt families no longer surface the brand? |
GoTo Meeting | 1.8% | Significant decliner, small count; 12 valid recommendations | Which narrow prompt set keeps GoTo Meeting visible at all? |
Microsoft SharePoint | 0.0% | No coverage in October 2026; 0 valid recommendations | Whether the brand re-enters the tracked results in subsequent months? |
The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.
Evidence Behind the Benchmark
Questions This Section Answers
- What prompt-level data makes up the aggregate business phone systems metrics?
- Which AI surface families qualified in the October 2026 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. In October 2026, the qualified surface breadth held at 6 of 6 AI surface families: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode.
About This Benchmark
This report is part of CiteWorks Studio's AI Visibility Market Discovery research program.
- AI Visibility Industry Market Methodology
- AI Visibility Industry Market Metrics
- AI Visibility Industry Market Standards
Report-Specific Interpretation Notes
- Microsoft Teams exited the tracked set earlier in the series and does not appear in October 2026's comparable set. The current company list totals 10 brands, with Microsoft SharePoint retained and Microsoft Teams absent.
- Small-count brands (GoTo Meeting at 12 valid recommendations in October 2026, Microsoft SharePoint at 0) carry wider variation risk; treat their movements as directional.
- Brand-level percentages are calculated within the qualified benchmark set (614 observations in July 2026, 669 in October 2026), not the raw 800-prompt collection.
- Directional movement identifies changes worth investigating; it does not by itself establish cause.
Next Step
The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.
Beneath the aggregate percentages sit the questions that drive commercial outcomes: which high-intent prompts does a brand win, which competitor takes the recommendation when a brand loses, what attributes does the AI associate with each option, and which external sources shape those answers. The public benchmark maps the landscape; it does not reveal the prompt-level mechanics behind the movement.
A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It answers not just what changed, but why it changed and what to do next.
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