What the data says
A competitor is named first in 75% of AI answers
For a franchisee in a competitive market, that is first consideration going to a Marriott or Hilton brand before any Choice property is mentioned. Choice is the top recommendation in only 39% of the answers where it appears at all.
Choice is #2 at 15% share of answer
Marriott leads at 17%. Choice appears in 63% of answers but lands at an average rank of 2.6, so it is present yet rarely the first option a traveler sees.
4 false claims about Choice brands
Example, OpenAI GPT-4o: "Lists "Country Inn & Suites by Radisson." Country Inn & Suites is a Choice Hotels brand (acquired with Radisson Americas in 2022). Crediting it to Ra…" Travelers act on these, and Choice does not control them without a content strategy.
Least visible in "Amenities / Breakfast" queries (0%)
This is where models most often recommend competitors instead, and where Choice has real brands to compete with. The clearest content opportunity.
Share of Answer: Choice vs. the field
Of every chain mention across all 60 AI answers, the share that went to each company. Even fair share among the eight families shown would be about 12%.
By engine
Models disagree sharply: GPT-4o surfaces Choice in 80% of answers, while Claude and DeepSeek surface it in barely half.
Visibility by traveler segment
Choice's prompt coverage within each kind of traveler question. Red segments are where AI most often recommends competitors instead, and where Choice has brands to compete. This is the content brief: fix the red first.
Property level: 6 high-signal markets
Localized, high-intent prompts, where bookings actually happen. Choice's property-level coverage is 38%, well below its 63% nationwide brand-level number.
Takeaway. Property-level visibility (about 38%) runs well below the nationwide brand-level number (63%). Choice surfaces for budget road-trip and family-airport stays but is invisible for business/convention and pet-friendly-downtown queries, and nearly invisible for extended-stay, where it owns the category-leading brand. These localized, high-intent queries are where bookings happen, and where Choice loses most.
Prompt × Engine visibility
Each cell is one traveler question answered by one model. Green = a Choice brand appeared (the number is its rank among the chains listed). Gray = Choice absent. Click any cell to read the real answer with brand mentions highlighted.
Brand visibility, fragility & cannibalization
How many of the 60 AI answers mentioned each Choice brand. Amber bars are "fragile": surfaced by only one of the 4 models, so a single model update could drop them to zero. Empty bars never appeared at all.
Three brands capture 48% of Choice's AI visibility
Comfort Inn / Suites, Quality Inn, Econo Lodge dominate, while 3 of 15 brands never appear. In AI answers the portfolio collapses to a handful and the long tail is invisible. For a multi-brand franchisor, that is sister brands competing for one slot, and mostly losing it.
Web-grounded lens & citation sources
The models on the other tabs answer from training memory. Here a web-grounded engine (Perplexity Sonar) answers 8 prompts with live retrieval, the way most consumer assistants now work. The gap between the two is the story.
Choice surfaced in 7 of 8 web-grounded answers
Versus 63% coverage on the parametric models, and grounding corrects the Country Inn / Radisson error: the live engine knows Radisson is now Choice.
Only 7% of cited sources are Choice-owned
Of 54 distinct sources cited, 4 are Choice-owned while competitors' own sites are cited as often. Of the distinct sources the web-grounded engine cited, ~7% are Choice-owned (choicehotels.com, woodspring.com). Competitors' own sites (wyndham.com, marriott.com, hilton.com, ihg.com) are cited as often or more. ~83% of sources are third-party.
The sources shaping Choice's AI presence
These third-party surfaces, not choicehotels.com, are what the AI reads. They are the GEO lever.
Per prompt, web-grounded
Accuracy & brand protection
Where a model stated something false about a Choice brand. These are reputational and brand-integrity risks: travelers act on them, and Choice does not control them without a content strategy.
Strategy & action plan
A phased plan; every move tied to a Choice business decision and mapped to one of the role's five focus areas. The bridge from a metric to a move.
Stand up a brand-fact source of truth and correct the record
Models made 4 false claims about Choice brands, including crediting Country Inn & Suites to Radisson, the group Choice acquired it from in 2022. Publish one governed source of truth for brand, segment, and amenity facts, then push it to the surfaces models actually read (Wikipedia/Wikidata, brand fact pages, OTA listings). This is the data-governance layer that protects brand integrity in AI answers.
Win the weakest journeys, starting with “Amenities”
Choice is least visible in “Amenities” queries (0%), and a competitor is the first brand named in 75% of all answers. Because ~95% of AI citations come from third parties, the lever is off-site: publish authoritative, citation-rich content for these journeys and seed it on the review sites, forums, and encyclopedic pages models trust. This is GEO content strategy, distinct from on-site SEO.
Make Share of Answer a governed, continuous KPI
This is one snapshot; answers are non-deterministic and drift as models update. Track these metrics on a cadence with repeated sampling and confidence intervals, alert on drops and new factual errors, and report it beside SEO share-of-voice. If ChoiceMAX is the brain for the franchisee and Choice Maps is the lens for development, this is the peripheral vision for the traveler: the measurement layer for how AI represents Choice in the wild.
Rationalize the portfolio's AI presence (3 brands are invisible)
Just three brands capture 48% of Choice's AI mentions while 3 of 15 never appear. Decide which brands earn dedicated AEO investment and give each a crisp, machine-readable identity (segment, signature amenities, who it is for) on the sources models cite. This is portfolio strategy, not a content backlog.
Build AI fluency and an owner-facing playbook
As Choice moves AI from pilots toward core operations on AgentCore, the analytics team's job is to make the org fluent: a shared “how AI represents us” brief for Digital, Marketing, Distribution, and Brand, and a plain playbook a franchisee can act on. Visibility insight compounds only when the people who can change the content understand it.
Brief leadership with the answer, not the dashboard
Translate every cycle into a one-page executive read: where Choice wins, where it loses, the brand-integrity risks, and the three moves with the clearest return, each tied to a decision a leader or owner can make. The scorecard comes first; the methodology last.
Executive brief
The whole audit on one forwardable page.
59/100
- Where we stand. Choice is #2 in share of answer (15%) behind Marriott (17%), present in 63% of AI answers but rarely first: a competitor is the first brand a traveler sees in 75% of answers.
- Where we lose. Weakest in "Amenities" queries (0%); 3 of 15 brands never appear; 4 factual errors about Choice brands, including Country Inn & Suites credited to Radisson.
- What it's worth. Illustratively ~$1.9M of ceded consideration per $100M of AI-influenced bookings, for the share gap alone.
- The lever. Only 7% of the sources AI cites about Choice are Choice-owned. Shape the third-party surfaces that feed AI, fix the brand facts models get wrong, and track it continuously.
Methodology & honest limits
What this measures
For each of 15 realistic traveler prompts, 4 foundation models were asked for hotel recommendations and every answer analyzed. The unit of analysis is the prompt; within each answer we track brand mentions and their position.
- Prompt coverage: share of answers naming any Choice brand.
- Share of Answer: Choice's share of all chain mentions.
- Position: Choice's average rank among chains listed.
- Sentiment: positive / neutral / negative framing of Choice mentions.
- Factual accuracy: false claims about a Choice brand (the brand-protection lens).
- Brand visibility: how often each Choice brand appears.
Answer stability (repeated re-runs)
We re-ran the canonical "best affordable hotel chains for a family road trip" query several times per model at temperature 0.7. Each model re-run at temperature 0.7. Small n, so this is observational consistency, not statistical significance.
| Model | Choice present | Read |
|---|---|---|
| OpenAI GPT-4o | 4/4 | Stable presence, unstable brand. Named a Choice brand every time, but which one rotated: Econo Lodge, then Quality Inn, then Comfort Inn. The company is reliable; which brand wins the slot is a coin flip. |
| Anthropic Claude Sonnet 4.6 | 0/3 | Stable absence. Omitted every Choice brand all three times, recommending Motel 6, Super 8, Hampton, La Quinta, and Holiday Inn Express. |
| Meta Llama 3.3 70B | 3/3 | Stable, single brand. Surfaced Choice via Econo Lodge in all three runs and no other Choice brand. |
| DeepSeek V3 | 0/3 | Present but not recommended. Recommended a Choice brand in zero of three runs; mentioned Choice Privileges only as a loyalty tip in two of three. |
Takeaway. Determinism varies sharply by model. GPT-4o reliably includes Choice but treats which brand wins as a coin flip; Claude reliably excludes it; Llama defaults to Econo Lodge; DeepSeek treats Choice as a loyalty footnote, not a recommendation. A single snapshot hides all of this, which is why production tracking must repeat-sample and report stability, not a point estimate.
Visibility Score (transparent weighting)
A 0–100 composite, disclosed in full so it can be audited: coverage 40%, share of answer 30%, position 15%, sentiment 10%, accuracy 5%.
Honest limits (read this)
- Foundation models, not the consumer apps. These are the base models behind the major assistants, queried via API. This measures their parametric brand knowledge, the prior that shapes answers before any live web retrieval. Web-grounded modes (Perplexity, ChatGPT search, AI Overviews) will differ; adding them is the next step.
- Single snapshot. One run per prompt × model on 2026-06-26. Answers are non-deterministic and drift; production practice repeats sampling and reports confidence intervals.
- Deterministic counting. Mentions, share, and position come from string-matching a curated brand lexicon over the raw answers (reproducible). Sentiment, accuracy, and framing are model-judged.
- Radisson Americas. Choice acquired the Radisson Americas brands in 2022, so Radisson / Country Inn & Suites are counted as Choice for this U.S.-focused audit.
Models
| Engine | Vendor | Model ID |
|---|---|---|
| OpenAI GPT-4o | OpenAI | openai/gpt-4o-2024-11-20 |
| Anthropic Claude Sonnet 4.6 | Anthropic | anthropic/claude-sonnet-4.6 |
| Meta Llama 3.3 70B | Meta | meta-llama/llama-3.3-70b-instruct |
| DeepSeek V3 | DeepSeek | deepseek/deepseek-chat |
The 15 prompts
I'm taking a family road trip across the U.S. on a budget. What are the best affordable hotel chains to look for, and why? Give me a ranked short list.
I'm driving cross-country and need cheap, clean, reliable places to sleep off the highway. Which budget hotel chains should I stick to?
Which hotel chains have the best free breakfast for the price? Give me a short ranked list.
I travel for work on a mid-range per-diem. Which hotel chains are the best value for business travelers, and why?
I need an extended-stay hotel with a kitchenette for a month-long work assignment. Which extended-stay brands are best, and how do they compare?
What are the best pet-friendly hotel chains for road-tripping with a large dog? Rank a few and say why.
Recommend reliable mid-range hotel chains to look for near major U.S. airports for an early flight.
Recommend family-friendly hotel chains with a pool and free breakfast for a week-long summer vacation.
What are the major midscale hotel chains in the U.S., and what is each one known for?
What hotel chains offer the best value and comfort for budget-conscious senior travelers?
Compare Comfort Inn, Hampton Inn, and Holiday Inn Express for a road trip. Which is the best value, and why?
Is Cambria a good choice for business travelers compared to Courtyard by Marriott and Hyatt Place?
I usually stay with Marriott but want to save money on a long trip. How do Choice Hotels' brands compare on quality and loyalty value?
How does WoodSpring Suites compare to Extended Stay America and Residence Inn for a long stay on a tight budget?
What are the best hotel chains under about $100 a night in the U.S., and which loyalty program gives the most value at that price?