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01 · 비즈니스 문제
Revenue operations have accumulated tools faster than they have accumulated clarity. Leads arrive through web forms, events, partners and paid campaigns, then wait in queues while someone decides who owns them. Sellers toggle between CRM, email, calendars and spreadsheets to reconstruct the history of an account before every call. Marketing measures engagement in one platform, sales measures pipeline in another and service tracks satisfaction in a third, so no one sees the full customer journey in one place.
The consequences show up as slow response, inconsistent follow-up and forecasts built on manual updates that arrive late. Service teams answer the same questions repeatedly while useful knowledge sits in individual inboxes. Automation exists, but it is brittle: rules written years ago that nobody fully understands, firing on fields that are no longer maintained. Leaders want growth without proportionally growing headcount, yet the operating system underneath the customer relationship remains fragmented.
02 · 제안 솔루션
We engineer a customer operations layer that unifies data from CRM, marketing automation, service desk and communication channels, then applies AI where it removes friction. Agents enrich and score inbound leads, route them by territory and fit, draft personalized follow-up for human review, and summarize every interaction back into the system of record.
Service teams receive suggested answers grounded in the approved knowledge base, with escalation paths that preserve context. Leadership gets pipeline and lifecycle visibility drawn from live activity rather than end-of-week updates. Every automated action is observable, reversible and governed by rules the business can read and change without waiting on an engineering release.
03 · 시스템 구성 요소
CRM, 마케팅, 서비스 운영을 연결하고 리드를 검증·배분하며 후속 조치를 수행하는 AI 에이전트를 결합해, 매출 조직이 중요한 대화에 시간을 쓸 수 있도록 합니다.
- 01
Unified Customer Profile
A consolidated record joining accounts, contacts, engagement, orders and support history across platforms, with identity resolution and data-quality rules that keep duplicates and stale fields from undermining automation.
- 02
Lead Intelligence Agents
AI agents that enrich inbound leads, assess fit against defined criteria, assign ownership and trigger timely follow-up. Scoring logic is explainable, so sales leadership can see why a lead was prioritized.
- 03
Conversation Assist
Meeting and call summaries, suggested next steps and drafted emails written into CRM activity records. Sellers review and send, keeping relationships and judgment with people while removing administrative effort.
- 04
Service Knowledge Copilot
Grounded answers for agents and self-service channels, drawn from approved articles, product documentation and resolved cases. Low-confidence responses escalate to a person with the full conversation attached.
- 05
Revenue Lifecycle Analytics
Dashboards spanning acquisition, pipeline, renewal and support that use consistent definitions across teams. Forecast inputs come from recorded activity, reducing reliance on manual status updates.
04 · 엔지니어링 접근 방식
엔지니어링 접근 방식
- 01
Process first, then automation
We map how leads, opportunities and cases actually move today, including the workarounds. Automation is designed against that reality, removing steps rather than encoding existing inefficiency into new tooling.
- 02
Data quality as a prerequisite
Agents are only as useful as the records they read. We establish deduplication, field ownership and validation rules early, so AI-driven decisions rest on trustworthy customer data.
- 03
Agents prepare, people decide
Customer-facing messages and commercial commitments stay under human control by default. Agents assemble context and drafts, and autonomy expands only where the business has evidence that it is warranted.
- 04
Configurable by operations
Routing rules, scoring criteria and playbooks live in configuration that revenue operations can adjust directly, keeping the system aligned with changing territories, products and priorities.
05 · 연동 환경
- Salesforce Sales Cloud / HubSpot CRM
- Microsoft Dynamics 365
- Marketo / HubSpot Marketing Hub
- Zendesk / Freshdesk / ServiceNow CSM
- Microsoft 365 and Google Workspace (email, calendar)
- Zoom / Microsoft Teams meeting APIs
- Twilio (SMS and voice)
- WhatsApp Business Platform
- Segment / customer data platforms
- ZoomInfo / Apollo data enrichment
06 · 보안 고려 사항
- Customer data is processed under consent and lawful-basis rules aligned with GDPR, CCPA and other regulations the client operates under, including honoring opt-outs across every channel.
- Agents operate with scoped CRM permissions and cannot export bulk records or reassign ownership outside defined rules.
- Drafted outbound messages pass content and compliance checks before a person can approve sending.
- Call recordings and transcripts are stored with encryption, access controls and retention periods defined by the client.
- Every AI-generated update to a customer record is attributed and versioned, so any change can be traced and reverted.
07 · 딜리버리 단계
- 1
Map the journey
Document lead, opportunity and service flows, data ownership and the friction points revenue teams experience every day.
- 2
Unify the data
Integrate CRM, marketing, service and communication sources into a reliable customer profile governed by quality rules.
- 3
Introduce agents
Release lead, conversation and service agents incrementally, with human review on every customer-facing action.
- 4
Instrument and tune
Track adoption and accuracy, refine scoring and prompts, and adjust routing based on observed outcomes.
- 5
Expand responsibly
Extend automation to renewals, partner channels and new segments as confidence and governance mature.
08 · 비즈니스 가치
비즈니스 가치
Faster, more consistent response
Inbound interest is enriched, routed and acknowledged without waiting in shared queues, helping prospects reach the right person while their intent is still current and the conversation still has momentum.
More time in conversation
Sellers and service agents spend less effort on data entry and context gathering, and more on the conversations that build relationships and move decisions forward.
One view of the customer
Marketing, sales and service work from shared definitions and a common profile, which makes handoffs cleaner, reduces repeated questions to customers and makes lifecycle reporting more credible to leadership.
Automation the business can govern
Readable rules, approval steps and audit trails let operations leaders adjust automation with confidence, instead of depending on undocumented logic that only one administrator understands.