Bhraman

West Bengal travel intelligence
PROOF OF CONCEPT · SIMULATED DATA

Bengal is five holidays inside one state, and nobody sells it that way

Hills at 12,000 feet, a tiger delta, a 200-kilometre coast, terracotta temple towns and a colonial river all sit inside an eight-hour radius. The composer scores 32 places in West Bengal against your month, your budget and your constraints — and tells you what it left out.

Circuit
Nights
Travelling in
Party
Budget per person per night
Pace
Interests
Where the money goes

Indicative shoulder-season rates for the tier selected, not live inventory. A production build prices against connected supply and the WBTDC property list.

The commercial case, for West Bengal specifically

3 UNESCO
Listings inside one state

The Sundarbans as a World Heritage Site, the Darjeeling Himalayan Railway as a World Heritage Site, and Durga Puja on the Intangible Cultural Heritage list. No other Indian state holds that combination, and none of it is packaged as a single planning surface for a visitor.

8 hours
Hills to delta to coast

Darjeeling, Jaldapara, Bishnupur, Sundarbans and Digha are all reachable from Kolkata or Bagdogra inside a day's travel. The product Bengal can sell that Rajasthan and Kerala cannot is range — and range is precisely what a planning engine is for.

Homestays
Where the supply actually is

The state's growth is in registered homestays and small lodges in Kalimpong, Sittong, Takdah, the Dooars and Purulia — twelve rooms, no revenue manager, no marketing budget and no idea what to charge in Poush Mela week. That is the customer.


What is real here

The composer runs a genuine scoring and packing algorithm: interest match, month-by-month conditions, budget fit and a travel-time penalty, packed into days at your chosen pace. The review analysis clusters and scores the actual text on this page. The 32 destinations, their altitudes, road times, festival windows, forest-closure dates and access notes are real and specific to Bengal.

What is simulated

Prices, occupancy, competitor rates and the review corpus. Nothing is fetched — this page makes no network calls and has no live inventory behind it. The concierge composes from the destination data rather than from a language model, so its phrasing is templated. Do not quote any number here as a measurement.

Production stack

PlannerClaude with the Bengal dataset, rates and calendar as tools
SupplyChannel manager, WBTDC inventory, registered homestay list
PricingDemand model on booking pace, mela calendar and weather
ReviewsEmbedding clusters, aspect sentiment, weekly digest

Who pays first

Not the traveller. Kolkata tour operators and DMCs pay per seat for the composer because it replaces billable planning hours. Homestays and independent lodges pay a share of incremental revenue for pricing, which carries no upfront risk to them. The consumer app comes third, once supply is already on the platform.

Why local knowledge is the moat

Every generic planner will send a family to Buxa in July, when the forest is shut. It will miss that Purulia is worth a trip in March for the palash and unbearable in May. It will put a wheelchair user on a Sundarbans boat. That knowledge is not on the open web in a usable form — it is in the heads of Bengal operators, and encoding it is the product.

Pilot scope

One Kolkata DMC and four properties across the hills, the Dooars and Shantiniketan. One season. Deliverable is composer access for the planning desk plus a weekly pricing sheet and guest-signal digest per property, measured against their own prior-year RevPAR and their own logged hours per itinerary.