Tourism · large tour operator Southeast Asia · premium Under NDA · anonymized

Largest tour operator.
Hotline in any language. $270K saved per year.

Local market leader in premium Southeast Asian tourism. Full B2C cycle — booking, 24/7 hotline, guest logistics, accounting, suppliers. Every key department migrated to server-side AI agents. Mai runs as the owner's personal concierge — writes on his behalf, handles tough negotiations, haggles with suppliers.

+18%

margin on every tour

$270K

saved per year

50+

hotline RU/EN/TH 24/7

server-side agents

Before

Heavy headcount and seasonal chaos.

Large team running repetitive operations. Payroll was the largest single line item.
Seasonality drove panic hiring in high season and overpay in low season.
No systematic oversight of the team — no way to track who was operating in good faith.
Tour pricing was instinct-driven, with no margin analysis.

Full HandOfHands architecture

Every department — its own server-side agent.

6 servers, one per company function. Finance can't see bookings, hotline can't see logistics. Mai sits at the center — the only one with the full picture, operating as the owner's personal concierge.

Isolation

Finance doesn't touch hotline. Hotline doesn't see logistics. Each department on its own server.

24/7 without seasonal hires

Hotline in 50+ languages, around the clock. Peak season no longer requires scaling up the team.

Margin built on data

AI makes pricing decisions from data, not instinct. +18% margin on every tour.

Team oversight

Mai reads corporate chats and surfaces good-faith vs. suspicious patterns by personality type.

Departments → server-side agents

Each department — its own server.

Department	Replaced by agent
Auto-booking	Booking managers. Full cycle from tour search to confirmation.
Hotline 24/7 (RU/EN/TH)	Call-center operators. Responds in the client's language — any of 50+ supported. Around the clock, no days off.
Guest management	Tour managers. In-trip support, Q&A, incident handling.
Request routing	Senior dispatcher. Routes incoming traffic across the servers.
Logistics and transfers	Logistics staff. Vehicle selection, driver coordination, airport pickups.
Accounting	Accountant. Invoices, supplier payouts, tax reporting.
Mai — personal concierge	Supports supplier negotiations, writes on the owner's behalf, runs complex deals and haggles.

Results

Financial and operational impact.

+18%

margin on every tour

~$17-20K

saved per month today

~$22-27K

forecast in 1.5 months

$270K

saved per year

21+

headcount equivalent

< 1 year

payback on the system

Client's words

"It helps me make decisions that lift the margin on every tour. It reads every team chat and tells me who's working in good faith and who looks suspicious — by personality type. That's seriously cool. As a personal concierge — genuinely convenient. It writes for me, sometimes even haggles. That part is just wow."

— Company owner

Data isolation:one dedicated server runs the client end to end. The server-side agents are isolated cells: finance data never crosses hotline data, hotline can't see logistics. Security is built into the architecture.

Similar scale at your company?

If you carry a large team on repetitive operations and seasonality hammers payroll — HandOfHands scales without growing the headcount.

Talk to Mai See HandOfHands →

Largest tour operator. Hotline in any language. $270K saved per year.