ThailandAirline (flag carrier)Scale · $100K
Thai Airways

Half the workforce, all of the expectations: agentic passenger care for the reborn Thai Airways

Give Thai Airways an elastic disruption and passenger-service layer — proactive rebooking, refund transparency, and Royal Orchid Plus service in Thai, English, Japanese, Mandarin, and German — that delivers Star Alliance premium experience on a post-rehabilitation cost base.

Entry use case
Proactive disruption notification & rebooking
Expected outcome
Absorb disruption spikes at Suvarnabhumi with proactive multilingual rebooking and suppress refund- and ticketing-status contact volume across the long-haul network
Recommended next step
Model the top disruption events since relisting and the refund-status contact share, then scope a proactive multilingual rebooking pilot on the Japan and Europe routes.
What we understand

Thai Airways's operating reality

Thai Airways exited its court-supervised business rehabilitation in June 2025 and resumed trading on the SET on 4 August 2025, after halving its workforce, rationalizing its fleet, and rebuilding shareholders' equity from deeply negative levels.

Public fact

The carrier has been posting strong post-rehabilitation profits on international demand recovery, with a simplified fleet and network focused on long-haul and regional trunk routes from Bangkok.

Public fact

A halved workforce is a permanent constraint: seasonal peaks, disruption days, and multilingual coverage (Japanese, Chinese, European languages for its long-haul mix) can no longer be rostered — they must be absorbed by technology or suffered.

Reasoned inference

Rehabilitation-era refund experiences left trust scar tissue with Thai and international customers alike; refund-status transparency is a disproportionately valuable contact class to fix for a carrier rebuilding its premium brand.

Reasoned inference

Royal Orchid Plus servicing and premium-cabin coordination are relationship surfaces where a Star Alliance full-service carrier is judged against Singapore Airlines-tier expectations.

Reasoned inference

Newly relisted and closely watched, management has strong incentives for visible, capital-light service-quality wins that support the re-rating story.

Seller hypothesis — validate

Validate with the account team before outreach: PSS and refund-pipeline API accessibility · Post-rehabilitation procurement governance for cloud AI on passenger data · Disruption-day multipliers and language mix of inbound contacts

Build vs buy

Why we have a right to win here

Buy-led target

Limited internal ability or appetite to build the core platform — strong candidate for the packaged solution

Evidence: A carrier that halved its workforce in rehabilitation has no platform-engineering organization and a governance culture now defined by capital discipline; IT runs on vendor airline systems. Conversational capability will be bought, with auditability and variable cost as the deciding criteria.

Why they won't build the full stack: The lean operating model is the strategy — rebuilding internal capacity to develop software would contradict the very turnaround the market just rewarded. Buying delivers premium-tier multilingual service before the next high season on a cost line the CFO can defend.

What management is signalling

Thai Airways exited court-supervised rehabilitation in June 2025 and resumed SET trading on 4 August 2025, with equity rebuilt to positive territory and strong post-restructuring profitability reported through 2025.

Reported factrehabilitation-exit disclosures and Q3 2025 results · Aug 2025

GTM implication: Newly relisted with a cost-discipline story to defend: pitch variable-cost service capacity that visibly lifts premium experience without headcount regrowth.

What already exists (don't pitch this)
  • Thai Airways app and web booking
  • Royal Orchid Plus loyalty program
  • Star Alliance interline infrastructure
  • Contact center and LINE presence
  • Post-rehabilitation simplified fleet and network
What customers still can't do end-to-end (pitch this)
  • →Proactive multilingual disruption rebooking
  • →Refund and reissue status transparency
  • →Japanese/Mandarin/European-language coverage outside business hours
  • →Cross-channel context between hotline, app, and airport desks
  • →Interaction-level QA
Opportunity map

Where agentic communications pays off first

WorkflowWhy it matters hereValueComplexitySpeedChannels
Disruption notification & rebooking
Affected passengers messaged proactively in their language with live rebooking options and one-tap confirmation; Star Alliance interline complexity routed to specialists.
Premium long-haul passengers judge the carrier on its worst operational day; a lean organization cannot surge human capacity for it.
Friction today: Schedule changes reach passengers late; Suvarnabhumi queues form in Thai while Japanese and European passengers wait unserved in their languages.
AppLINESMSEmailVoice
Refund & ticketing status service
Fare-rule-accurate answers, refund status grounded in the ticketing pipeline, proactive stage-by-stage updates.
Post-rehabilitation trust rebuilding makes refund opacity the most reputationally loaded contact class the carrier has.
Friction today: Refund and reissue status requires back-office checks; international passengers call across time zones and escalate publicly.
App chatLINEEmailVoice
Royal Orchid Plus & premium service
Mileage claims resolved against flight records, award options offered conversationally, elite passengers recognized and prioritized across channels.
Loyalty economics fund the network; elite-member friction bleeds the highest-value flyers to Star Alliance alternatives.
Friction today: Mileage-credit and award questions queue behind general service; premium pre-flight coordination is manual.
App chatVoiceEmail
Watch the change

Proactive disruption notification & rebooking: today vs the agentic model

Scenario: A delayed inbound aircraft cascades into a late-night Bangkok–Frankfurt cancellation; every passenger gets rebooking options in German, Japanese, or Thai before reaching the transfer desk, and a Royal Orchid Plus Platinum is proactively protected onto the Star Alliance alternative.
Today
same interaction, two worlds
Agentic layer
Disruption call spike
10× volume, melted queues
suppressed by proactive rebooking
Assumption
Cost per contact
$13.50 median assisted
$1.84 median self-service
Benchmark
QA coverage
1–2% sampled
100% scored
Platform capability
Sources & assumptions
  • · Disruption call spike: Operator-reported pattern (assumption); suppression measured in pilot
  • · Cost per contact: Gartner customer service cost benchmarks, 2024
  • · QA coverage: Platform capability: every interaction logged and evaluated
  • · Gartner, customer service cost benchmarks (2024): $13.50 median assisted vs $1.84 self-service per contact
  • · McKinsey, digital-first collections research: 20–25% NPL reduction among leaders; up to 40% opex reduction with gen AI
  • · Baymard Institute: ~70% average cart abandonment (meta-analysis)
  • · IAMAI–Kantar via IBEF (2025): 900M+ Indian internet users; 98% consume Indic-language content
  • · LeadSquared and vendor funnel studies: 78% of students choose the first institution to respond (directional, vendor data)
  • · HDI / ITSM operator benchmarks: $15–25 per L1 ticket; 40–60% of L1 volume is resets/status (validate per customer)
  • · Conventional-flow wait times and volumes are typical operator patterns — assumptions to replace with the customer's own baseline
  • · Agentic-flow behaviors (context retention, 100% logging, in-line policy checks) are platform capabilities, not projections
Recommended solution

One integrated stack, opinionated for this account

Channels · Tilicho Labs
AppLINESMSEmailVoiceApp chat

Voice & channel orchestration, telephony, conversational execution, session/state, routing, integration build. Capability coverage validated during implementation.

Intelligence · Google Cloud
Gemini reasoningEnterprise groundingWorkflow agentsMulti-agent orchestrationGoverned actionsEvaluation & analytics
Systems · Thai Airways
PSS/reservationOps/disruption feedPaymentsTicketing/PSSRefund pipelineCase managementLoyalty platformPSS

API access to these systems is the critical-path dependency.

Trust & languages
ThaiEnglishJapaneseMandarinGermanKorean

Identity-bound sessions, policy-bounded actions, 100% audit logging, human approvals at defined points, in-tenant intelligence.

Business case

The economics, with your numbers

Addressable monthly interactions600K
Seller assumption — replace in discovery
Current cost per interaction ($)$1.1
Industry benchmark scale — validate
Automation / assistance rate (%)55%
Seller assumption — pilot proves this
$660K
Current operating cost / mo
$3.0M
Modelled gross benefit / yr
0.4 mo
Payback on Scale
207%
3-yr ROI (modelled)
Automated/assisted interactions per month330K
Modelled AI run-cost per month (usage + cloud, system estimate)$115K
New monthly operating cost$413K

All figures are modelling estimates from the labeled inputs above — nothing here is customer-provided yet. The pilot's first job is replacing these assumptions with Thai Airways's measured baseline. Package price covers implementation only; recurring usage billed separately.

Recommended package

Scale — $100K implementation

Scale · $100K · A multi-channel production deployment10–14 weeks to production across priority workflows

Why this package for Thai Airways: Disruption handling, refund service, and Royal Orchid Plus support across app, LINE, and hotline in six-plus languages is a multi-workflow, multi-language deployment; the halved-workforce reality removes any human-scaling alternative.

Included
  • 4–6 channels
  • 2–3 priority workflows
  • Multiple enterprise integrations
  • API credential & security setup
  • Advanced orchestration
  • Multilingual support
  • Agent Assist / human escalation
  • Production analytics
  • Expansion roadmap
Not included
  • ✕Usage & consumption (billed separately)
  • ✕Enterprise-wide governance build-out
  • ✕Multi-BU rollout
Recurring costs (separate from the package)

Packages cover implementation and integration only. Recurring costs are billed separately: Tilicho Labs platform usage (~$0.15/call-min indicative, usage only), Google Cloud consumption, telephony/carrier charges, managed operations, and support & optimization. No package includes unlimited usage.

Customer resources required
  • · API access + credentials for: PSS/reservation, Ops/disruption feed, Payments
  • · A named business owner for proactive disruption notification & rebooking
  • · Security review counterpart and policy sign-off (PSS/reservation scope)
  • · Baseline metrics for the pilot's success thresholds
Executive messages

What to say to whom

CEO

“The rehabilitation exit proved Thai Airways can be disciplined; the relisting means the market now watches whether it can be premium and disciplined at once. Elastic multilingual service is how both are true simultaneously — and it's visible to passengers within a quarter.”

CIO / CTO

“One integration into the PSS, ops feed, and refund pipeline powers the workflows that define disruption experience — partner-delivered on a variable cost base, consistent with post-rehabilitation IT discipline.”

COO

“Disruption days stop being staffing crises a halved workforce cannot meet: the spike is absorbed elastically while your teams work interline and duty-of-care judgment calls.”

Head of Customer Experience / Commercial

“Japanese, Chinese, and European passengers get around-the-clock service in their languages — Star Alliance-tier experience without rostering a single additional language desk.”

Chief Risk / Compliance Officer

“Refund and compensation policy applied identically on every contact with complete logs — evidence-ready for regulator complaints and the scrutiny a newly relisted company faces.”

CFO

“The market re-rating depends on holding the cost discipline the rehabilitation forced; usage-priced service capacity lifts experience without re-growing the fixed cost base you just spent four years cutting.”

Outreach

Pre-built offer emails for Thai Airways

Written from this account's own research — the strategic signal, the capability gap, the entry workflow, and the modelled economics — not a mail-merge template. Pick the moment and the persona, edit anything, then copy or open in your mail client.

Moment in the deal
Cold outreach — no prior conversation
Who it's addressed to
Cares about: The workflow itself and its daily failure modes
Register
Length
Draft — edit freely before sending
Open in mail client

Customer-safe by construction: drafts are composed only from customer-facing fields. Account tier, build-vs-buy classification, priority score, internal routing, and partner-commercial detail are not inputs to the composer, so they cannot appear in a draft. Money figures are always framed as modelled from the customer's own volumes. Read before sending — you own what goes out.

The pursuit

Tier 2 — high-potential incubation

Why this tier

The flag carrier that exited court-supervised rehabilitation in June 2025 and returned to the SET that August — leaner fleet, halved workforce, rebuilt equity — must now deliver premium full-service experience with a permanently smaller organization: elastic multilingual service is structural to the post-rehabilitation operating model.

Recommended next step

Model the top disruption events since relisting and the refund-status contact share, then scope a proactive multilingual rebooking pilot on the Japan and Europe routes.

Entry: Proactive disruption notification & rebooking · Scale package · 10–14 weeks to production across priority workflows. Human fallback throughout; success thresholds agreed before build.

Start the pursuit

Research-based priority-account universe assembled from public information, market scale, communication volume, and solution fit. This is NOT an authoritative list of top Google Cloud customers; existing Google Cloud relationships are noted only where publicly reported. Validate every account with the account team before outreach.