How AI Search Is Recommending Hosted Exchange: Monthly Trends

Executive Summary

Google Workspace extended its lead in Hosted Exchange in October 2026, and the widening happened at the top of the market rather than the middle. The benchmark shows Google Workspace at 50.7% valid recommendation coverage in October 2026 (144 valid recommendations of 284 qualified observations), up 6.2 points from 44.5% in July 2026 (139 of 312). The gap to second-place IONOS sits at 30.3 points in October 2026, and Google Workspace's rank-one rate rose to 41.9% in October 2026 (119 placements) from 28.8% in July 2026 (90 placements), a 13.1-point gain across the series.

GoDaddy was the strongest upward mover of the month, with valid recommendation coverage up 5.7 points from 7.7% in September 2026 (24 valid recommendations) to 13.4% in October 2026 (38 valid recommendations), a prior-to-current move large enough for the benchmark to flag as significant. Across the full series GoDaddy is up 4.8 points from 8.6% in July 2026 (27 valid recommendations) to 13.4% in October 2026 (38 valid recommendations). Its top-three rate rose 5.3 points from 4.2% in July 2026 to 9.5% in October 2026.

Zoho Inventory posted the sharpest decline, falling to 0.0% valid recommendation coverage in October 2026 (0 valid recommendations) from 7.4% in July 2026 (23 valid recommendations), down 7.4 points across the series and down 4.5 points from 4.5% in September 2026 (14 valid recommendations). Both movements are beyond normal variation, and the decline now runs three consecutive months. Microsoft SharePoint also sits at 0.0% in October 2026 (0 valid recommendations), down 1.6 points from July 2026, and Rackspace Email fell 3.6 points across the series to 2.5% (7 valid recommendations), both flagged as significant declines.

The category moved in October 2026, with three significant decliners, a leader pulling further ahead, and the emergence of GoDaddy as a higher-placement brand defining the month.

Each monthly run begins with 800 prompt-surface observations across the benchmark's defined AI/search surface universe. In July 2026, those resolved to 597 unique questions, 800 brand or competitor mentions, 422 relevant and 378 irrelevant prompts, and 312 qualified public observations. In October 2026, the same collection resolved to 637 unique questions, 800 brand or competitor mentions, 423 relevant and 377 irrelevant prompts, and 284 qualified public observations. August 2026 and September 2026 proceeded through the same funnel with 347 and 312 qualified observations respectively. The public metrics use the qualified observations that survive both qualification stages.

Key Findings

AI Response Inconsistency Alerts

Questions This Section Answers

• Where did AI platforms give conflicting answers about GoDaddy's market share and hosting rank?
• Which time-to-first-byte and entry-price claims conflicted across ChatGPT, Copilot, Gemini, AI Overviews, and AI Mode?
• Which brands were involved in the high-severity inconsistencies detected in October 2026?

Across the AI/search surface families tracked in October 2026, the benchmark detected 4 critical or high-severity factual inconsistencies spanning 5 platforms: ChatGPT, Copilot, Gemini, AI Overviews, and AI Mode. These are instances where AI platforms gave directly conflicting answers to the same or closely related buyer questions.

GoDaddy

Market share and ranking, high severity. AI platforms provided conflicting information about GoDaddy's position in the hosting market. When asked "Who is the biggest web hosting company?", ChatGPT stated GoDaddy is the number one hosting technology by websites tracked, with about 36% share, citing Wappalyzer and Netcraft. Copilot, answering the same question, stated GoDaddy has roughly 6 to 7% market share and is ranked fifth, citing a set of third-party statistics pages. Wappalyzer's own listing page was flagged as a source showing "1 GoDaddy 5,000,000 36%". The two answers cannot both be correct.

Performance (time to first byte), high severity. When asked "What is better, IONOS or GoDaddy?", Gemini stated GoDaddy frequently pulls ahead with faster server response times than IONOS, citing Cybernews, HostAdvice, and Box Brands. Copilot stated IONOS has better performance in tests and faster response times than GoDaddy, citing Cybernews, HostingProMax, and HostAdvice Australia. Several cited comparison pages were flagged as supporting the opposite conclusion, including one showing median time to first byte near 398 milliseconds on GoDaddy and 368 milliseconds on IONOS. Responses differed on which provider is faster.

IONOS

Performance (time to first byte), high severity. The same comparison question, "What is better, IONOS or GoDaddy?", produced opposite claims across two Google surfaces. AI Mode stated IONOS generally offers faster load times than GoDaddy, drawing on YouTube review videos. Gemini stated GoDaddy frequently pulls ahead with faster response times than IONOS, citing Cybernews, HostAdvice, and Box Brands. A flagged HostAdvice comparison page shows a 1.7 second largest contentful paint for one provider against 364 milliseconds for the other, and a flagged Box Brands page was assessed as supporting the claim in the opposite direction.

Entry price, high severity. When asked "Is IONOS or Wix better?", AI Overviews stated IONOS entry plans start around $6 per month on an introductory basis, while Copilot stated the IONOS entry price is $1 per month for the first year. A single flagged HostAdvice comparison page carries both figures in different sections, and a findstack comparison page was flagged as supporting the lower figure. The two platforms cannot both be stating the correct starting price.

Benchmark Context

Questions This Section Answers

• How many prompt-surface observations became qualified benchmark observations in October 2026?
• Why do cross-month share comparisons reflect both brand movement and denominator movement?

The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.

The qualified observation base moved through the series from 312 in July 2026, to 347 in August 2026, back to 312 in September 2026, and down to 284 in October 2026. That fluctuation affects absolute counts and share calculations across the series.

Benchmark-Level Metrics

The August 2026 and September 2026 months sat between these two points on both answer-structure metrics, at 35.7% and 29.2% recommendation-shaped share respectively and 45.0% and 40.1% valid shortlist share. October 2026 is the highest point in the series on both measures, meaning the share of qualified answers actually structured as recommendations or shortlists rose sharply even as the qualified base shrank.

AI Recommendation Trend

Questions This Section Answers

• Who leads Hosted Exchange recommendation coverage in October 2026, and by how wide a margin?
• Which brands declined beyond normal variation across the series?

The Leader Pulled Further Ahead as the Tail Weakened

Three brands exceeded normal month-to-month variation across the series, all as decliners: Zoho Inventory, Microsoft SharePoint, and Rackspace Email. On the rising side, no brand's baseline-to-current move on the primary metric crossed its own threshold, but GoDaddy's prior-to-current move (September 2026 to October 2026) did, and so did Google Workspace's prior-to-current move over the same span. The category-level change came from a combination of a strengthened leader and a weakening tail rather than from one dominant shift.

What Changed This Month

Questions This Section Answers

• How did Google Workspace extend its lead even as raw mention presence fell?
• What made GoDaddy the largest single-month riser in October 2026?
• Which brands reached zero recommendation coverage, and is the decline a presence or placement story?

Google Workspace: Coverage and Placement Both Strengthened

Google Workspace's valid recommendation coverage rose 6.2 points from 44.5% in July 2026 (139 valid recommendations) to 50.7% in October 2026 (144 valid recommendations). The sharper movement was prior-to-current: up 12.9 points from 37.8% in September 2026 (118 valid recommendations), a move the benchmark flags as significant.

Placement quality rose faster than coverage. Top-three rate climbed 12.4 points from 32.0% in July 2026 to 44.4% in October 2026, and rank-one rate rose 13.1 points from 28.8% (90 placements) to 41.9% (119 placements). Raw mention presence moved the other way, down 6.1 points from 81.4% in July 2026 (254 mentions) to 75.3% in October 2026 (214 mentions).

The distinction to notice: Google Workspace is being mentioned less often but recommended far more decisively when it appears. Its lead over IONOS widened from 26.2 points in July 2026 to 30.3 points in October 2026.

Highest-priority diagnostic: Which prompts and surface families converted from mere mention into rank-one placement, and whether that concentration sits in AI Overviews or AI Mode?

GoDaddy: The Largest Single-Month Riser

GoDaddy's valid recommendation coverage rose 5.7 points from 7.7% in September 2026 (24 valid recommendations) to 13.4% in October 2026 (38 valid recommendations), a prior-to-current move beyond normal variation. Across the full series it is up 4.8 points from 8.6% in July 2026 (27 valid recommendations).

The gain shows up in placement, not just presence. Top-three rate rose 5.3 points from 4.2% in July 2026 to 9.5% in October 2026, and rank-one rate rose 2.6 points from 0.6% to 3.2%. Raw mention presence rose only 3.2 points from 82.7% in July 2026 (258 mentions) to 85.9% in October 2026 (244 mentions).

The distinction: GoDaddy already had near-universal mention presence and historically converted very little of it into recommendations. October 2026 is the first month in the series where placement quality moved materially. The GoDaddy to Zoho Inventory coverage gap widened in every month of the series, from 1.2 points in July 2026 to 13.4 points in October 2026, a pattern worth tracking across both brands' trajectories.

Highest-priority diagnostic: Which prompts moved GoDaddy from presence into top-three placement, and which brand previously held those placements?

Zoho Inventory: Coverage Reached Zero After Three Months of Decline

Zoho Inventory's valid recommendation coverage fell to 0.0% in October 2026 (0 valid recommendations) from 7.4% in July 2026 (23 valid recommendations), down 7.4 points across the series and beyond normal variation. The prior-to-current move was down 4.5 points from 4.5% in September 2026 (14 valid recommendations), also flagged as significant, making this the third consecutive monthly decline.

The decline tracks presence rather than placement alone. Raw mention presence fell 9.9 points from 9.9% in July 2026 (31 mentions) to 0.0% in October 2026 (0 mentions), and top-three rate fell 5.1 points from 5.1% to 0.0%. Rank-one rate fell 0.3 points from 0.3% to 0.0%.

The distinction: Zoho Inventory did not lose placement quality in October 2026 so much as stop appearing in qualified responses altogether. With 0 valid recommendations and 0 mentions, this is a complete withdrawal from the qualified set, and the absolute counts are small enough that the earlier series values were also modest (23 valid recommendations at the July 2026 peak).

Highest-priority diagnostic: Whether the exit is concentrated in a specific surface family or reflects a change in which prompts qualify for the category at all?

Microsoft SharePoint: Second Consecutive Month at Zero

Microsoft SharePoint's valid recommendation coverage held at 0.0% in October 2026 (0 valid recommendations), down 1.6 points from 1.6% in July 2026 (5 valid recommendations) and flagged as a significant decline across the series. The prior-to-current movement was flat, from 0.0% in September 2026.

Top-three and rank-one rates both sit at 0.0% in October 2026, down from 1.6% and 1.3% in July 2026. Raw mention presence fell 0.8 points from 2.9% in July 2026 (9 mentions) to 2.1% in October 2026 (6 mentions).

The distinction: the brand retains a small residual presence (6 mentions in October 2026) but no longer converts any of it into a recommendation. This is a small-count signal: 5 valid recommendations in July 2026 fell to zero and stayed there.

Highest-priority diagnostic: Which specific prompts produced the five valid recommendations in July 2026, and whether any competitor absorbed that credit?

Rackspace Email: Presence Loss Drives the Series Decline

Rackspace Email's valid recommendation coverage fell 3.6 points from 6.1% in July 2026 (19 valid recommendations) to 2.5% in October 2026 (7 valid recommendations), beyond normal variation. The prior-to-current move was up 1.5 points from 1.0% in September 2026 (3 valid recommendations), within normal range, so the brand has partially recovered from its September 2026 trough without returning to July levels.

The series decline is a presence story. Raw mention presence fell 4.4 points from 8.3% in July 2026 (26 mentions) to 3.9% in October 2026 (11 mentions). Top-three rate rose 0.4 points from 1.0% to 1.4%, and rank-one rate held at 0.0% in both months.

The distinction: when Rackspace Email appears, its placement is slightly better than in July 2026; the loss is concentrated entirely at the mention stage. With 7 valid recommendations and 11 mentions in October 2026, the counts are small and each additional observation moves the percentage materially.

Highest-priority diagnostic: Which prompts stopped mentioning Rackspace Email across the series, and which brand now receives the recommendation in those prompts?

IONOS: A Steady Second Place With Improving Placement

IONOS held second place with valid recommendation coverage up 2.1 points from 18.3% in July 2026 (57 valid recommendations) to 20.4% in October 2026 (58 valid recommendations), within normal variation. The prior-to-current move was up 3.7 points from 16.7% in September 2026 (52 valid recommendations), also within range, and the brand now shows two consecutive monthly increases.

Placement quality improved alongside coverage. Top-three rate rose 4.5 points from 9.9% in July 2026 (31 placements) to 14.4% in October 2026 (41 placements), and rank-one rate rose 1.0 point from 3.2% (10 placements) to 4.2% (12 placements). Raw mention presence rose 2.4 points from 34.9% (109 mentions) to 37.3% (106 mentions).

The distinction: IONOS is improving on coverage and placement while the category leader pulls away, so the absolute gap widened even as the brand's own numbers rose.

Highest-priority diagnostic: Which prompts drive IONOS's improved top-three rate, and whether those same prompts are ones where Google Workspace gained rank-one credit?

OVHcloud: Third Consecutive Monthly Increase

OVHcloud's valid recommendation coverage rose 2.5 points from 4.2% in July 2026 (13 valid recommendations) to 6.7% in October 2026 (19 valid recommendations), within normal variation, and the brand now registers three consecutive monthly increases. The prior-to-current move was up 0.3 points from 6.4% in September 2026 (20 valid recommendations).

The gain is broad but gentle. Raw mention presence rose 1.2 points from 8.3% in July 2026 (26 mentions) to 9.5% in October 2026 (27 mentions). Top-three rate rose 0.3 points from 2.2% to 2.5%, while rank-one rate slipped 0.2 points from 0.6% to 0.4%.

The distinction: the cumulative rise remains within normal variation even though the direction has been consistent for three months, which makes it a watch item rather than a confirmed trend. The OVHcloud to Zoho Inventory coverage gap widened in every month of the series, from negative 3.2 points in July 2026 to positive 6.7 points in October 2026.

Highest-priority diagnostic: Which surface family is producing the additional valid recommendations, and whether the pattern holds if the qualified base returns to earlier levels?

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters produced qualified observations in October 2026?
• What can the public data not yet explain about pricing and multi-brand comparison queries?

In October 2026, all 284 qualified observations fell into the Brand Recommendation cluster. The benchmark found no qualified observations in the Pricing & Value or Multi-Brand Comparison clusters, so the public data cannot yet answer how AI systems handle price comparisons or head-to-head evaluations in the Hosted Exchange category. That gap is notable because the inconsistency data above shows AI platforms giving materially different answers on pricing and performance when buyers ask comparison-style questions outside the qualified set.

Brand Opportunity Summary

Questions This Section Answers

• Which brands show the strongest opportunity signals in the October 2026 benchmark?
• What diagnostic does the benchmark flag for each brand's current position?

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. The benchmark describes the output distribution it observes; it does not establish why AI systems produced that distribution.

About This Benchmark

This report is part of the LLM Authority Index AI Visibility Market Discovery research program. The LLM Authority Index is the benchmark and research authority; CiteWorks Studio is the interpretation, strategy, and remediation partner.

• AI Visibility Industry Market Methodology
• AI Visibility Industry Market Metrics
• AI Visibility Industry Market Standards

Report-Specific Interpretation Notes

• Small-count movement: With 284 qualified observations in October 2026, each observation is roughly 0.35 points of coverage. Brands such as Intermedia (6 valid recommendations), Rackspace Email (7), OVHcloud (19), and Microsoft SharePoint (5 in July 2026 falling to 0) can register large percentage shifts from a handful of observations. Zoho Inventory's move to 0.0% represents 23 valid recommendations in July 2026 falling to zero by October 2026.
• Qualified denominator versus raw collection: The qualified benchmark set (312 in July 2026, 284 in October 2026) is substantially smaller than the raw prompt collection (800 in both months). Brand-level percentages are calculated within the qualified set only, and the qualified base itself moved through August 2026 (347) and September 2026 (312), so cross-month share comparisons reflect both brand movement and denominator movement.
• Directional analysis: Movement between months identifies changes worth investigating; it does not by itself establish the cause of those changes. The significant decliners, GoDaddy's placement improvement, and Google Workspace's rank-one gain are signals that warrant prompt-level inspection rather than conclusions about 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 determine commercial outcomes: 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. The benchmark shows that Google Workspace extended its lead, that GoDaddy converted presence into placement for the first time, and that Zoho Inventory, Microsoft SharePoint, and Rackspace Email fell significantly, but it does not show which prompts, sources, or surface behaviors produced those outcomes.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. For GoDaddy, that means identifying the exact prompts where placement improved and which brand previously held those positions. For Zoho Inventory and Rackspace Email, it means tracing the presence loss to specific prompts and surfaces and identifying the competitors receiving the credit. The October 2026 inconsistency data adds a further layer: where ChatGPT, Copilot, Gemini, AI Overviews, and AI Mode disagree on market share, performance, or entry price, the audit can show which sources each surface relied on and why the answers diverged.

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