Customer Engagement
Trust-First AI for Enterprise CRM Engagement
Our Client’s Backstory
Our client is an enterprise sales intelligence platform, providing CRM solutions for organizations to manage pipeline execution and revenue visibility. In a market where CRM systems are often perceived as administrative overhead, the platform’s success relies on maximizing engagement from frontline sales teams. As the client’s sole engineering partner, Klika was tasked with architecting the AI-native capabilities required to transform the CRM into an active sales assistant that drives user retention.
The Challenges
Traditional CRM platforms suffer from a disconnect between data-entry fatigue and the need for executive visibility. Key challenges included:
Administrative Friction: Reducing the manual data-entry burden that leads to low adoption and incomplete sales pipelines.
Low-Trust Reporting: Eliminating reporting gaps caused by incomplete CRM data, which results in missed business opportunities.
AI Skepticism: Introducing Artificial Intelligence to an enterprise user base that is resistant to automated workflow disruptions.
Data Fragmentation: Harmonizing unstructured relationship intelligence (emails, calls, calendars) with structured account data in real-time.
The Solution
Klika engineered an AI assistant designed to enhance existing workflows through conversational intelligence and automated account summaries. Our solution included:
Hybrid Retrieval-Augmented Generation (RAG)
Architected a RAG engine that grounds conversational AI in both structured account data and vectorized interaction history.
Enterprise Activity Intelligence Layer
Developed ingestion pipelines to structure data across email, calendar, and voice calls, creating a reliable CRM context.
Conversational Account Guidance
Built an intuitive AI chat interface that helps users identify next steps and account states through natural language queries.
Opt-In Executive Summarization
Engineered a notification system that generates automated updates for leadership on accounts they explicitly follow.
AI Rollout Strategy
Introduced AI capabilities unobtrusively, allowing users to adopt features at their own pace while preserving legacy workflows.
Vector-Based Unstructured Data Processing
Leveraged vector storage to manage and query large-scale volumes of relationship data with near-instant responsiveness.
The Solution
Klika engineered an AI assistant designed to enhance existing workflows through conversational intelligence and automated account summaries. Our solution included:
Hybrid Retrieval-Augmented Generation (RAG)
Architected a RAG engine that grounds conversational AI in both structured account data and vectorized interaction history.
Enterprise Activity Intelligence Layer
Developed ingestion pipelines to structure data across email, calendar, and voice calls, creating a reliable CRM context.
Conversational Account Guidance
Built an intuitive AI chat interface that helps users identify next steps and account states through natural language queries.
Opt-In Executive Summarization
Engineered a notification system that generates automated updates for leadership on accounts they explicitly follow.
AI Rollout Strategy
Introduced AI capabilities unobtrusively, allowing users to adopt features at their own pace while preserving legacy workflows.
Vector-Based Unstructured Data Processing
Leveraged vector storage to manage and query large-scale volumes of relationship data with near-instant responsiveness.
The Solution
Klika engineered an AI assistant designed to enhance existing workflows through conversational intelligence and automated account summaries. Our solution included:
Hybrid Retrieval-Augmented Generation (RAG)
Architected a RAG engine that grounds conversational AI in both structured account data and vectorized interaction history.
Enterprise Activity Intelligence Layer
Developed ingestion pipelines to structure data across email, calendar, and voice calls, creating a reliable CRM context.
Conversational Account Guidance
Built an intuitive AI chat interface that helps users identify next steps and account states through natural language queries.
Opt-In Executive Summarization
Engineered a notification system that generates automated updates for leadership on accounts they explicitly follow.
AI Rollout Strategy
Introduced AI capabilities unobtrusively, allowing users to adopt features at their own pace while preserving legacy workflows.
Vector-Based Unstructured Data Processing
Leveraged vector storage to manage and query large-scale volumes of relationship data with near-instant responsiveness.
The Solution
Klika engineered an AI assistant designed to enhance existing workflows through conversational intelligence and automated account summaries. Our solution included:
Hybrid Retrieval-Augmented Generation (RAG)
Architected a RAG engine that grounds conversational AI in both structured account data and vectorized interaction history.
Enterprise Activity Intelligence Layer
Developed ingestion pipelines to structure data across email, calendar, and voice calls, creating a reliable CRM context.
Conversational Account Guidance
Built an intuitive AI chat interface that helps users identify next steps and account states through natural language queries.
Opt-In Executive Summarization
Engineered a notification system that generates automated updates for leadership on accounts they explicitly follow.
AI Rollout Strategy
Introduced AI capabilities unobtrusively, allowing users to adopt features at their own pace while preserving legacy workflows.
Vector-Based Unstructured Data Processing
Leveraged vector storage to manage and query large-scale volumes of relationship data with near-instant responsiveness.
The Solution
Klika engineered an AI assistant designed to enhance existing workflows through conversational intelligence and automated account summaries. Our solution included:
Hybrid Retrieval-Augmented Generation (RAG)
Architected a RAG engine that grounds conversational AI in both structured account data and vectorized interaction history.
Enterprise Activity Intelligence Layer
Developed ingestion pipelines to structure data across email, calendar, and voice calls, creating a reliable CRM context.
Conversational Account Guidance
Built an intuitive AI chat interface that helps users identify next steps and account states through natural language queries.
Opt-In Executive Summarization
Engineered a notification system that generates automated updates for leadership on accounts they explicitly follow.
AI Rollout Strategy
Introduced AI capabilities unobtrusively, allowing users to adopt features at their own pace while preserving legacy workflows.
Vector-Based Unstructured Data Processing
Leveraged vector storage to manage and query large-scale volumes of relationship data with near-instant responsiveness.
The Result
The integration of Klika's AI-native features has redefined the platform's value proposition, achieving industry-leading engagement metrics.
75% Monthly Active Usage (MAU)
Achieved platform stickiness across all licensed users, exceeding the industry average for CRM behavior.
25% MoM Executive Engagement Growth
Sustained growth in executive summary adoption, peaking at 25% month-over-month during the rollout phase.
Doubled AI Chat Adoption
Observed a 100% increase in active AI chat usage following launch, stabilizing at a high-engagement baseline.
Enhanced Data Integrity
Automated activity ingestion improved the quality of CRM data, providing leadership with a source of truth for revenue forecasting.
The Result
The integration of Klika's AI-native features has redefined the platform's value proposition, achieving industry-leading engagement metrics.
75% Monthly Active Usage (MAU)
Achieved platform stickiness across all licensed users, exceeding the industry average for CRM behavior.
25% MoM Executive Engagement Growth
Sustained growth in executive summary adoption, peaking at 25% month-over-month during the rollout phase.
Doubled AI Chat Adoption
Observed a 100% increase in active AI chat usage following launch, stabilizing at a high-engagement baseline.
Enhanced Data Integrity
Automated activity ingestion improved the quality of CRM data, providing leadership with a source of truth for revenue forecasting.
The Result
The integration of Klika's AI-native features has redefined the platform's value proposition, achieving industry-leading engagement metrics.
75% Monthly Active Usage (MAU)
Achieved platform stickiness across all licensed users, exceeding the industry average for CRM behavior.
25% MoM Executive Engagement Growth
Sustained growth in executive summary adoption, peaking at 25% month-over-month during the rollout phase.
Doubled AI Chat Adoption
Observed a 100% increase in active AI chat usage following launch, stabilizing at a high-engagement baseline.
Enhanced Data Integrity
Automated activity ingestion improved the quality of CRM data, providing leadership with a source of truth for revenue forecasting.
The Result
The integration of Klika's AI-native features has redefined the platform's value proposition, achieving industry-leading engagement metrics.
75% Monthly Active Usage (MAU)
Achieved platform stickiness across all licensed users, exceeding the industry average for CRM behavior.
25% MoM Executive Engagement Growth
Sustained growth in executive summary adoption, peaking at 25% month-over-month during the rollout phase.
Doubled AI Chat Adoption
Observed a 100% increase in active AI chat usage following launch, stabilizing at a high-engagement baseline.
Enhanced Data Integrity
Automated activity ingestion improved the quality of CRM data, providing leadership with a source of truth for revenue forecasting.
The Result
The integration of Klika's AI-native features has redefined the platform's value proposition, achieving industry-leading engagement metrics.
75% Monthly Active Usage (MAU)
Achieved platform stickiness across all licensed users, exceeding the industry average for CRM behavior.
25% MoM Executive Engagement Growth
Sustained growth in executive summary adoption, peaking at 25% month-over-month during the rollout phase.
Doubled AI Chat Adoption
Observed a 100% increase in active AI chat usage following launch, stabilizing at a high-engagement baseline.
Enhanced Data Integrity
Automated activity ingestion improved the quality of CRM data, providing leadership with a source of truth for revenue forecasting.
Technology Stack
Ruby on Rails
React
PostgreSQL
LLM Assistant APIs
Vector Retrieval (RAG)
Executive Summarization Pipelines
Activity Intelligence Ingestion
Technology Stack
Ruby on Rails
React
PostgreSQL
LLM Assistant APIs
Vector Retrieval (RAG)
Executive Summarization Pipelines
Activity Intelligence Ingestion
Technology Stack
Ruby on Rails
React
PostgreSQL
LLM Assistant APIs
Vector Retrieval (RAG)
Executive Summarization Pipelines
Activity Intelligence Ingestion
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Certifications & Awards
27001
© 2026 Klika LLC
Techtonic Newsletter
Subscribe to our newsletter to keep up with the latest news from the world of technology and AI.
Certifications & Awards
27001
© 2026 Klika LLC
Techtonic Newsletter
Subscribe to our newsletter to keep up with the latest news from the world of technology and AI.
Certifications & Awards
27001
© 2026 Klika LLC
Techtonic Newsletter
Subscribe to our newsletter to keep up with the latest news from the world of technology and AI.
Certifications & Awards
27001
© 2026 Klika LLC