TaiwanFinancial holding (banking, digital banking)Scale · $100K
Taishin Financial

Richart's generation expects answers now — agentic service for Taishin's digital-first, merger-stretched franchise

Taishin built Richart into the digital bank young Taiwan actually uses, then took on a transformative merger integration — a combination that multiplies service volume while its digital-native base tolerates queues least; an agentic frontline that resolves servicing instantly in-channel is the only service model that matches both the Richart brand promise and the integration workload.

Entry use case
Richart and retail servicing line (account, card, payment and app-support inquiries)
Expected outcome
Resolve digital-banking servicing in-conversation at the speed Richart's base expects, absorbing merger-integration inquiry waves without surge hiring.
Recommended next step
Integration-calendar session with operations and Richart leadership: map inquiry waves to migration milestones, then pilot the integration inquiry desk before the next major milestone.
What we understand

Taishin Financial's operating reality

Taishin Financial's Richart is Taiwan's leading digital-banking brand by users, built on a young, app-native customer base and playful brand identity.

Public fact

Taishin completed a landmark merger with Shin Kong Financial, materially enlarging its insurance and banking franchise and creating a multi-year integration workload.

Public fact

Digital-native customers contact support less often but expect instant, in-app resolution when they do — queues and callbacks break the brand contract.

Reasoned inference

Merger integrations generate confused-customer volume — account migrations, product mappings, branding changes — layered on baseline service.

Reasoned inference

PDPA governs cross-entity data use during integration, making governed context handling a compliance requirement, not just a CX feature.

Public fact

The absorbed Shin Kong life-insurance base skews older and phone-first — the demographic opposite of Richart — forcing Taishin to serve both extremes at once.

Reasoned inference

Validate with the account team before outreach: Integration-milestone calendar and projected inquiry waves · Richart platform architecture and in-app support integration points · PDPA/FSC constraints on cross-entity context during integration · Absorbed Shin Kong book's service volumes and channel mix

Build vs buy

Why we have a right to win here

Partner-led target

Technically capable but needs industry workflows, integration, acceleration, or managed operations

Evidence: Taishin's Richart proves real digital product capability, but the organization's engineering is consumed by the Shin Kong integration — the largest systems consolidation in its history; the motion is partner-led: Taishin owns digital product and integration, the platform supplies conversational capacity through the merger window.

Why they won't build the full stack: No FHC mid-merger builds conversational-AI infrastructure; every engineering hour is committed to estate consolidation under regulatory timelines, while the integration itself generates the service surge that needs capacity now — a bought layer rides above both estates and scales down as integration completes.

What management is signalling

Taishin's merger with Shin Kong Financial created one of Taiwan's larger FHCs, with integration synergies and execution now the central investor question.

Reported factpublic disclosures and investor communications · 2024-2026

GTM implication: Sell service consolidation as a measurable synergy line — the integration story investors are scoring management on.

Richart's digital-banking leadership remains Taishin's public differentiation in a market of larger balance sheets.

Inferencerecent investor communications (validate) · 2025-2026

GTM implication: Position instant agentic service as the Richart brand promise operationalized — retention infrastructure for the franchise's crown jewel.

What already exists (don't pitch this)
  • Richart — Taiwan's leading digital-banking brand and app
  • Taishin bank app and LINE channels
  • In-app chat support with human backing
  • Newly-enlarged insurance franchise from the Shin Kong merger
What customers still can't do end-to-end (pitch this)
  • →Instant in-channel resolution without human-chat queues
  • →Voice servicing capacity for the absorbed older policyholder base; no Hokkien automation
  • →Policy-exact integration answers at milestone-wave scale
  • →Cross-entity context under PDPA during migration
Opportunity map

Where agentic communications pays off first

WorkflowWhy it matters hereValueComplexitySpeedChannels
Richart and retail servicing line
Servicing resolved in-conversation at Richart speed with transactions executed; human chat reserved for exceptions.
The digital-native base is the franchise; instant in-channel resolution is the brand promise service must keep.
Friction today: App-support and payment questions queue to human chat; peaks follow campaign and salary-day cycles; instant expectation meets callback reality.
App chatLINEVoice
Merger-integration inquiry desk
Integration questions answered consistently at unlimited capacity, updated centrally as each milestone lands; complex cases escalate with context.
The Shin Kong integration generates migration questions from millions of customers over a multi-year calendar.
Friction today: Account-mapping and product-change questions spike with each integration milestone; answers must be policy-exact and consistent.
VoiceLINEApp chat
Insurance policy servicing desk (absorbed book)
Policy servicing resolved by voice at honorific-equivalent Taiwanese courtesy, without building out a legacy call-center estate.
The Shin Kong life book brings older, phone-first policyholders needing voice servicing in Traditional Chinese and Hokkien.
Friction today: An older demographic meets a digital-first bank's thinner phone estate; servicing needs conflict with Taishin's channel strategy.
VoiceLINE
Watch the change

Richart and retail servicing line (account, card, payment and app-support inquiries): today vs the agentic model

Scenario: The week her Shin Kong account migrates, a 63-year-old policyholder calls confused about where her premium autopay now lives; the agent explains the mapping in unhurried Taiwanese Mandarin, confirms the autopay migrated correctly in both systems, and sets a proactive confirmation message for the next debit date — one integration milestone survived without a branch visit, while Richart users get their answers in-app in seconds.
Today
same interaction, two worlds
Agentic layer
Onboarding drop-off
unmeasured leaks
instrumented end-to-end
Platform capability
Cost per contact
$13.50 median assisted
$1.84 median self-service
Benchmark
QA coverage
1–2% sampled
100% scored
Platform capability
Sources & assumptions
  • · Onboarding drop-off: Process design; completion lift 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
App chatLINEVoice

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 · Taishin Financial
Digital banking platformCard platformCRMCore banking (both estates)Policy administrationDocument management

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

Trust & languages
Traditional ChineseEnglishTaiwanese Hokkien

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 interactions800K
Seller assumption — replace in discovery
Current cost per interaction ($)$3.0
Industry benchmark scale — validate
Automation / assistance rate (%)55%
Seller assumption — pilot proves this
$2.4M
Current operating cost / mo
$14.0M
Modelled gross benefit / yr
0.1 mo
Payback on Scale
742%
3-yr ROI (modelled)
Automated/assisted interactions per month440K
Modelled AI run-cost per month (usage + cloud, system estimate)$154K
New monthly operating cost$1.2M

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 Taishin Financial'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 Taishin Financial: Digital-banking servicing plus merger-integration support are two urgent workflows; Scale fits an FHC whose service volume is being multiplied by integration while its brand demands instant resolution.

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: Digital banking platform, Card platform, CRM
  • · A named business owner for richart and retail servicing line (account, card, payment and app-support inquiries)
  • · Security review counterpart and policy sign-off (Digital banking platform scope)
  • · Baseline metrics for the pilot's success thresholds
Executive messages

What to say to whom

CEO

“The merger doubles the franchise while the Richart brand promises instant service; only elastic agentic capacity delivers both — integration absorbed, brand promise kept, no surge workforce to unwind later.”

CIO / CTO

“You are consolidating two estates anyway; a governed agent layer above both gives customers one consistent conversational front while systems merge underneath on their own timeline.”

COO

“Integration inquiry waves stack on baseline volume for years; usage-priced capacity matches that curve exactly — no permanent cost from temporary volume.”

Head of Digital Banking (Richart)

“Your base churns on friction, not price; instant in-channel resolution is the retention feature that matches how they chose you in the first place.”

Chief Risk / Compliance Officer

“Integration conversations are compliance-sensitive; policy-exact scripted answers with 100% logging give conduct evidence through the FSC-watched merger, PDPA-governed across entities.”

CFO / Procurement

“Merger synergies are the promise your investors priced; service consolidation onto one agentic layer is a synergy line item you can measure by quarter.”

Outreach

Pre-built offer emails for Taishin Financial

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 FHC behind Richart — Taiwan's most successful digital-banking brand with millions of young users — is scaling beyond its mid-size weight after absorbing Shin Kong's franchise, leaving it with a digital-native customer base whose service expectations outrun a mid-size bank's staffing economics.

Recommended next step

Integration-calendar session with operations and Richart leadership: map inquiry waves to migration milestones, then pilot the integration inquiry desk before the next major milestone.

Entry: Richart and retail servicing line (account, card, payment and app-support inquiries) · 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.