Pilot bilkul free বাংলা · हिन्दी · English Darjeeling · Sikkim · Kalimpong · Dooars

Hotel ho ya homestay —
har guest ki awaaz.

হোটেল হোক বা হোমস্টে — অতিথিবাণী, প্রতিটি অতিথির কণ্ঠস্বর।

Checkout ke 12 ghante ke andar AtithiVani har guest ko call karta hai — unki apni bhasha mein, aapki property ki taraf se. Jo baat woh review mein kabhi nahi likhte, woh aap seedha sun lete hain.

Guest ki pasand samjhiye.অতিথির পছন্দ বুঝুন
Experience behtar banaiye.অভিজ্ঞতা আরও ভালো করুন
Business badhaiye.ব্যবসা বাড়ান

AI ke saath, baniye future-ready business

Demo book kijiye Ek call suniye Na card, na contract — December tak har property ke liye pilot bilkul free.
3+
languages, spoken naturally
100%
agent-run — no human dials
6
feedback dimensions auto-tagged
1
dashboard for every property

Figures describe the product as specified. The pilot has no audited results yet.

The post-stay call

It doesn't send a survey. It calls — and listens.

A form gets answered by the guests who were already happy. A call gets answered by everyone, including the one whose heater failed — and it asks the follow-up question a form cannot.

Outbound · Mrs. Ananya Ghosh
Room 214 · checked out 11:04
00:06
Bengali
AtithiVani
আপনার দার্জিলিং-এর থাকাটা কেমন হল?How was your stay in Darjeeling?
Guest
ভালো, কিন্তু ঘরের হিটারটা প্রথম রাতে চলেনি।Good — but the room heater did not work the first night.
AtithiVani
সেটা জানানোর জন্য ধন্যবাদ। কেউ এসে দেখেছিল?Thank you for telling us. Did anyone come and look at it?
Guest
হ্যাঁ, সকালে সারিয়ে দিল। চেকআউটটা একটু দেরি হল।Yes, fixed by morning. Checkout was a bit slow though.
AtithiVani
পরের বার আবার আসবেন?Would you come back?
Guest
হ্যাঁ, নিশ্চয়ই। জায়গাটা দারুণ।Yes, certainly. The place is wonderful.
SentimentPromoter, with a fault

What the agents heard

Heater · roomCheckout speedStaff responseWould return
Autonomous outcome
Fault logged → review invited
A promoter who still lost a night's heat. The heater and the slow checkout go to the owner with a recommended remedy; the review invitation goes to the guest only once the fix is confirmed. Both happen without anyone opening a dashboard.

Illustrative conversation. Guest names and rooms are invented.

From sentence to decision

Every messy, human sentence becomes a decision.

Three agents, one loop. Nothing waits for an owner to read a dashboard.

01 · InterviewerAgent

Has the conversation

Calls within twelve hours of checkout, in the language the guest booked in. It asks follow-ups — it is not a script read aloud.

02 · IssueClassifier

Scores and tags it

Six dimensions come off the recording automatically: room, heating, food, access, staff, cleanliness. Sentiment lands beside them.

03 · RecoveryAgent

Acts on it

A detractor routes to the owner before a public review exists. A promoter gets a review link while the trek is still fresh.

The guest journey

Four stages. One companion.

AtithiVani is not a feedback tool bolted on at the end. It is present from before the guest leaves home.

01

Pre-arrival

যাত্রার আগে

Permit rules, the NH10 status and what to pack for Lava — sent before they leave home.

02

Arrival

পৌঁছানো

A QR at check-in opens the assistant. Registration happens here, not at checkout.

03

In-stay

থাকাকালীন

Treks, food, jeeps, emergency numbers — offline, in the guest’s own language.

04

Post-stay

ফেরার পর

The voice call, within twelve hours. The truth they would never type.

What it actually does

Ten agents, twenty tools, one voice.

AtithiVani is not one clever prompt with a phone number attached. It is an orchestrator over nine sub-agents, with the rails, the regional data and the vendor network this belt actually needs.

One assistant. Three channels.

The same agent, the same memory and the same three languages — whether the guest types on the web, talks into their browser, or picks up the phone twelve hours after checkout. One name, one voice.

Web chatBrowser voicePhone call

আপনার থাকা কেমন হল?How was your stay?Twilio Media Streams, with barge-in

Orchestrator + 9 sub-agents · 20 tools · Bengali · Hindi · English

Sikkim permits, before they are a problem.

The ILP rules for Tsomgo, Nathu La and North Sikkim are a tool call, not a paragraph in a brochure — checked against the guest’s actual dates and nationality.

permit_check · ILP rules engine

NH10, weather and altitude.

Road status, forecasts, elevation and air quality come from live signals, so a warning reaches the guest before the jeep does.

roads · weather · elevation · air quality

It is not allowed to make things up.

Four guardrail plugins run on every single turn — observability, grounding, consent and redaction. If a price, a grade or a permit rule is not in tool data, the agent says it will confirm rather than guessing. That is enforced offline in CI, not by a hopeful line in a prompt.

  • hallucinations_v1
  • safety_v1
  • no_fabrication_v1
  • context_injection_v1
  • permit_eligibility_v1
  • language_consistency_v1
  • request_discipline_v1
  • translation_faithfulness_v1
  • conversational_pacing_v1
  • voice_output_cleanliness_v1
  • mobility_disambiguation_v1
  • plan_disambiguation_v1
12 eval dimensions · 10 of them are CI gates

The front desk sees one queue.

A fourteen-section manager dashboard: every live guest request, a service-recovery inbox that waits for a human, NPS and problem boards built from the post-checkout calls, and the day’s roads, weather and permits on the same screen.

live request queue · recovery inbox · NPS boards

A human holds the money.

Comps, refunds and vendor payments are recommended and never executed. The manager approves, every time.

human-in-the-loop, by design

Guest data stays in India.

PII lives in Firestore in asia-south1 behind deny-all rules, with a recording notice, instant opt-out and a full audit log.

asia-south1 · consent + audit log

A jeep desk that does not run our code.

The Gangtok dispatch desk AtithiVani negotiates with is a separate business on its own line — it never imports a byte of AtithiVani. Cab availability and operator-filed fares arrive over MCP; the booking itself is an A2A conversation with a signed agent card. That is what makes the network real rather than a demo.

signed Agent Card · ES256 JWT · pinned allowlist

Reviews are never gated.

A happy guest and an unhappy one get the same invitation. Recovery is a separate path, not a filter on who gets asked.

invite openly · recover separately

Built for a thin connection.

No bundler, no framework, self-hosted Indic fonts and a network-first service worker — because above Lava the network is the constraint.

PWA · 46 hand-written ES modules

Every capability above is built in the AtithiVani codebase today. Pieces that are specified but not yet wired in are deliberately left off this page.

The A2A moat

Chatbots answer. Agents negotiate.

The defensible part is not the call. It is that AtithiVani's agent talks to the jeep operator's agent, the guide's agent and the permit desk — and re-plans a guest's day before the guest has finished breakfast.

AtithiVaniguest agent Hotelproperty agent Jeepmobility agent Guidelocal agent Permit deskSikkim ILP RoadNH10 signal Weathermet signal

Case · 14 August, NH10

A landslide, and thirty minutes of agent work.

What a closure on NH10 costs a belt of homestays, and what happens when the re-planning is not a human's morning.

NH10 closed at SevokeA landslide signal arrives before the district notice does.
Guest agent re-plansEleven guests due to travel today are identified, four of them on a jeep already booked.
Jeep agent renegotiatesThe operator’s agent confirms the Dudhia diversion and a 90-minute later pickup.
Guide window movedThe Lava guide’s agent shifts the morning walk to the afternoon and confirms.
Permit desk checkedTwo Sikkim permits would have expired on the delay. Both re-timed at Rangpo.
Guests told, onceOne message each, in their own language, with the new plan — not six notifications.

Why it matters here

NH10 is the only road for most of this belt. A closure does not produce a notification — it produces eleven separate phone calls an owner has to make while running breakfast service. AtithiVani makes them, in parallel, as agent-to-agent calls that do not need anyone to pick up.

What the guest sees

One message, in the language they have been using, with the new plan and nothing else. Not six notifications, not a status page, not an apology for a delay that has already been solved.

Questions

What owners ask first.

The ten questions a homestay owner, a hotel manager or a district officer puts to us before anything else.

What is AtithiVani?

AtithiVani is a voice-first guest-experience platform for hotels and homestays in the Himalayan belt — Darjeeling, Sikkim, Kalimpong and the Dooars. It accompanies a guest from pre-arrival to post-stay, and within twelve hours of checkout it calls them in their own language, on the property’s behalf. It is a product of SARGVISION Intelligence Pvt. Ltd.

How is a call different from a feedback form?

A form is answered by the guests who were already happy. A call is answered by everyone — including the guest whose heater failed — and it asks the follow-up question a form cannot. What comes back is the sentence a guest would never have typed.

Which languages does AtithiVani speak?

Bengali, Hindi and English, spoken naturally rather than read from a script. The same agent, with the same memory, carries all three across web chat, browser voice and the phone call.

Is the call made by a person or by an AI?

Every call is placed and conducted by an AI agent — no human dials. A human is required wherever money moves: comps, refunds and vendor payments are recommended by the system and approved by the manager, never executed automatically.

What does AtithiVani cost?

It is free to every homestay and hotel through December — calls, the guest assistant, WhatsApp summaries and registration, all of it, for the whole pilot. No card and no contract. We are not setting a price until the pilot shows what an owner actually wants to pay for.

Where is guest data stored?

Guest personal data lives in Firestore in Google Cloud’s asia-south1 region, inside India, behind deny-all security rules. Every call carries a recording notice, opt-out is immediate, and a full audit log is kept.

Can a property choose which guests get called?

No. Guests scan a QR at check-in, and AtithiVani places the calls as a neutral third party — so a property cannot pick which guests are surveyed. Review invitations are never gated either: a happy guest and an unhappy one get the same invitation, and service recovery runs as a separate path rather than as a filter on who gets asked.

Does it handle Sikkim Inner Line Permits?

Yes. The ILP rules for Tsomgo, Nathu La and North Sikkim are checked as a tool call against the guest’s actual travel dates and nationality — not quoted from a brochure paragraph.

What happens when NH10 closes?

Road status, weather, elevation and air quality are live inputs. When a closure lands, the guest agent identifies every guest affected, renegotiates the jeep with the operator’s own agent, shifts the guide window, re-times any Sikkim permit that would have expired on the delay — and then tells each guest once, in their own language, with the new plan.

How do you stop the AI making things up?

Four guardrail plugins run on every single turn — observability, grounding, consent and redaction. If a price, a grade or a permit rule is not in tool data, the agent says it will confirm rather than guessing. That is enforced offline in CI across twelve eval dimensions, ten of which are hard gates, so a regression fails the build rather than reaching a guest.

The pilot

Free to every homestay and hotel, through December.

Calls, the guest assistant, WhatsApp summaries and registration — all of it, at no cost, for the whole pilot. We are not setting a price until the pilot shows what an owner actually wants to pay for.

AtithiVani places calls on behalf of properties as a neutral third party. Guests scan at check-in, so a property cannot choose which guests are surveyed.