Hotel intelligence that makes AI answers actually good

Structured review analysis for 1,001 US hotels. Sentiment by topic, verified quotes, trend data, competitor sets — delivered via API so your AI can cite real evidence instead of guessing.

1,001
US hotels
11
sentiment dimensions
50K+
reviews analyzed
weekly
data refresh
Request evaluation key

The difference

Ask any AI assistant about a hotel today. You'll get a star rating, an address, and a vague summary. With Hermes data, the same AI gives a verified, evidence-backed answer with booking link.

Without Hermes

"Is the DoubleTree Del Mar worth it?"

"The DoubleTree by Hilton San Diego - Del Mar is a 3.5-star hotel located at 11915 El Camino Real. It offers amenities including a pool, restaurant, and fitness center. Reviews are generally positive, with guests praising the location near Del Mar Beach."

With Hermes

"Is the DoubleTree Del Mar worth it?"

"Based on 452 verified reviews, sentiment is mixed (+0.17). Service scores well (+0.13, 76% consistency) — staff is consistently praised. But maintenance is a real concern: -0.25 sentiment, 95% of mentions negative, with recent reports of aging furniture and odor issues. Rooms are split (+0.05) — beds praised, cleanliness flagged. Pet-friendly, $14/night parking, est. $139-$219/night. Trend: declining since Q3 2025."

The second answer cites real data, names specific topics, provides trend direction, and gives the user confidence to book or skip. That's what Hermes adds.

Integration channels

Deliver hotel intelligence however your platform consumes data.

REST API

Search, detail, compare, and topic drill-down endpoints. JSON responses in HTDF v2.0 compressed format. Sub-50ms response times.

MCP Server

Native tool integration for Claude, Cursor, and MCP-compatible AI agents. 4 tools: hotel_lookup, hotel_search, hotel_compare, hotel_question.

Embedding chunks

Pre-vectorized hotel records optimized for RAG retrieval pipelines. Chunked by hotel with full topic coverage.

Fine-tune JSONL

5,000+ Q&A training pairs for model fine-tuning. Covers search, comparison, topic-specific, and booking scenarios.

What's in the data

Per hotel, you get: 11 topic dimensions (room, service, cleanliness, food, pool, location, parking, value, noise, maintenance, pet) with sentiment score, consistency %, positive/negative split, and evidence quotes with named reviewers and dates. Plus: overall verdict with trend direction, verified facts (parking costs, room types, check-in times), competitor set with distance and ratings, price tier estimate, distances to airports/beaches/downtown, pet policy, loyalty program, seasonal patterns, monthly sentiment trend, and credibility-ranked top reviews.

Every answer your AI gives can now cite specific data, name real reviewers, reference real dates, and link to a booking page. No hallucination required.

Licensing

API keys are issued to licensed partners. Start with a free 30-day evaluation.

Evaluation

Free — 30 days
  • 100 API calls/day
  • All endpoints
  • Full data depth
  • Email support

Enterprise

Custom
  • Unlimited API calls
  • Bulk data feed
  • White-label booking pages
  • Revenue share model
  • Integration engineer

Get started

Request a free evaluation key. No credit card, no commitment. Test the data quality yourself.

partnerships@hermes-central.com