Accelerated Innovation

By /

Adopting Advanced GenAI Capabilities

Description

Adopting Advanced GenAI Capabilities focuses on identifying, piloting, and scaling cutting-edge GenAI tools and techniques such as Agentic AI, intelligent orchestration, and applied machine learning. These capabilities help organizations move beyond experimentation to create differentiated solutions that drive tangible business value.

Why it's Important

While many organizations are still establishing GenAI foundations, the ability to adopt more advanced capabilities can serve as a key differentiator. As these technologies evolve rapidly, organizations that proactively experiment with and integrate advanced capabilities will be better positioned to outpace competitors. They can unlock novel use cases, dramatically improve efficiency, and strengthen their overall GenAI maturity. Without a plan to adopt advanced GenAI, even innovative companies risk falling behind as the frontier continues to shift.

Why it's Challenging @ Scale

  • High Technical Barriers to Entry: Advanced GenAI requires deep technical expertise and infrastructure that many teams lack today.
  • Rapidly Evolving Toolsets: The pace of innovation means that solutions can become outdated quickly, making long-term planning difficult.
  • Integration Complexity: Embedding advanced capabilities into existing systems often requires extensive customization and coordination across functions.
  • Lack of Proven Best Practices: Unlike foundational capabilities, there are fewer established playbooks or success patterns for emerging GenAI use cases.
  • Risk and Governance Challenges: Advanced GenAI increases exposure to ethical, regulatory, and operational risks that must be proactively managed.

Complexity

Extremely High: Maturing this capability demands specialized knowledge, cross-functional coordination, and the ability to continuously adapt to a fast-changing technology landscape.

Hello - Looks like you're new to our site
Register below to access your targeted recommendations.

GenAI Landing Page

Taking Action

Though most organizations begin their GenAI journey with significant knowledge gaps, there are targeted actions that can be taken to accelerate the process. Select your group’s current maturity, based on your assessment results, and act today.

The most important part of any journey is starting… To move from “Exploring” to “Experimenting”, focus on the following key actions:
  • Explore Key Concepts & Best Practices: Complete the Exploring the Keys to Winning with GenAI workshop (2 hrs.) to understand foundational key concepts and explore applied best practices.
  • Developing a Clear & Compelling GenAI Vision.
  • Developing an Integrated Strategy & Acceleration Plan.
  • Productizing High-Impact GenAI Solutions.
  • Architecting the Enterprise Capabilities to Win with GenAI.
  • Ensuring You Have the Integrated Insights to Win with GenAI.
  • Define Your Action Plan: Outline concrete, prioritized steps your organization will take to Adopt Advanced GenAI Capabilities.

Jumpstarting Your Plan

  • Define your accountable leads), their roles, responsibilities, and committed capacity.
  • Deliver your first 90-day quick wins.
  • Configure your Delta 7/28 Plan module.
  • Define your measures of success and insights plan.
  • Build and kick off your change and comms plan.

Targeted Activities

  • Define your fine-tuning decision framework (tune vs. RAG vs. prompting)
  • Publish your enterprise agent architecture blueprint
  • Implement entity-aware retrieval (search + knowledge graph integration)
  • Deliver Quick Wins: Small, high-impact GenAI projects that can demonstrate tangible value in a short time frame.
  • Pilot an Intelligent Agent Use Case: Run a short-term experiment using an autonomous GenAI agent to solve a discrete business task.
  • Launch a Proof-of-Concept for Orchestration: Use orchestration frameworks to combine multiple GenAI capabilities in a coordinated workflow.
  • Host an Advanced GenAI Showcase: Demonstrate cutting-edge GenAI tools and applications to drive awareness and stakeholder excitement.
To move from Experimentation to “Lifting-Off,” prioritize the following actions:
  • Complete one or more of our Deep Dive Courses: Begin exploring key concepts and best practices, including:
  • Nail It Before You Scale It: Assess and optimize your solution or process before adopting it at scale.
  • Assess Your Proposed Solution or Process: Evaluate whether your advanced GenAI use case meaningfully improves key workflows and can be replicated.
  • Define in-scope Processes and Guardrails: Establish ethical, technical, and operational boundaries for deploying agentic or orchestrated GenAI solutions.
  • Close any Data or Measurement Gaps: Identify missing telemetry, evaluation criteria, or success metrics for your advanced GenAI pilots.
  • Define Your Adoption & Scaling Plan: Create a structured roadmap for how GenAI solutions will be rolled out across teams, workflows, or business units.
  • Define Your Phased Implementation Plan: Develop a sequence of steps for testing, validating, and expanding advanced capabilities across the organization.
  • Build Awareness and Finalize Enablers: Ensure leaders are aligned and that necessary platforms, skills, and governance tools are ready.
  • Operationalize Your Comms Plan: Launch regular communications to build momentum and confidence around your advanced GenAI scaling efforts.
To move from Lifting-Off to “Accelerating,” prioritize the following actions:
  • Formalize Your Best Practices: Document and standardize what’s working to ensure consistent, scalable success across teams and use cases.
  • Capture Lessons from Pilots: Identify what worked (and didn’t) from early experiments with advanced GenAI capabilities.
  • Standardize Deployment Patterns: Create reusable design and implementation patterns for orchestration, agentic flows, or hybrid AI systems.
  • Enable Peer Learning & Support: Launch internal forums or guilds for technical and business teams to share GenAI use cases and problem-solving tips.
  • Accelerate Your Adoption: Intensify efforts to embed GenAI across your organization by expanding use cases, increasing user engagement, and removing adoption barriers.
  • Expand Use Case Portfolio: Proactively identify and prioritize new areas where advanced GenAI could unlock business value.
  • Remove Technical Friction: Streamline provisioning of tools, sandboxes, and compute resources for teams building with advanced GenAI.
  • Boost Organizational Confidence: Share wins and evidence-based metrics to build trust in scaling advanced GenAI initiatives.
  • Celebrate Your Wins: Publicly acknowledge team accomplishments to build and sustain adoption momentum.
  • Spotlight Impactful Teams: Highlight cross-functional teams that have successfully adopted advanced GenAI.
  • Share Tangible Business Results: Communicate measurable outcomes such as productivity gains, reduced cycle time, or customer satisfaction improvements.
  • Recognize Emerging Leaders: Celebrate individuals who demonstrate initiative and creativity in building with frontier GenAI tools.
The “Accelerating” stage represents “Target State” for many capabilities. “Breaking Away”, on the other hand, suggests that the specific Capability represents a clear competitive advantage for your business.
  • Streamline & Embed: Integrate GenAI into core workflows while eliminating friction points to make usage seamless and routine.
  • Embed Advanced GenAI in Workflow: Operationalize orchestration and agentic capabilities within core business functions.
  • Simplify Access to Tools and Models: Centralize access to advanced GenAI environments, models, and APIs to improve usability.
  • Monitor Usage and Feedback Loops: Implement tracking systems to continuously capture performance data and drive iterative improvements.
  • Leverage Automation: Use GenAI-powered tools and workflows to streamline repetitive tasks, enhance operational efficiency, and reduce manual effort.
  • Automate Knowledge Workflows: Apply GenAI to automate report generation, research aggregation, or internal knowledge sharing.
  • Deploy Agentic Systems at Scale: Roll out intelligent agents that handle complex, multi-step processes across teams.
  • Maintain Model and Tool Performance: Set up governance processes to monitor and tune advanced capabilities for ongoing effectiveness.
  • Evolve & Further Accelerate: Continuously refine GenAI strategies based on insights and outcomes, while expanding into more complex or high-impact use cases.
  • Extend into New Domains: Pilot advanced capabilities in uncharted functions such as legal, R&D, or compliance.
  • Refine Strategy Based on Impact: Use OKRs and KPI trends to sharpen where and how advanced GenAI delivers the most value.
  • Anticipate and Shape What’s Next: Monitor industry breakthroughs to inform future investments in frontier AI tools and capabilities.

Key "Watchouts"

  • Chasing Novelty Over Value: Pursuing advanced GenAI capabilities without clear use cases can waste time and resources.
  • Overlooking Change Management: Advanced tools require shifts in roles, behaviors, and trust that can’t be skipped.
  • Underestimating Operational Risk: Without strong governance, advanced capabilities may introduce compliance or reputational issues.
  • Failing to Integrate with the Business: Technical success means little if solutions aren’t aligned with real business needs.
  • Neglecting Enablement and Education: Teams must understand and trust what they’re using to adopt advanced GenAI successfully.

Targeted Benefits

  • Differentiated Innovation: Gain a first-mover advantage by deploying frontier capabilities ahead of competitors.
  • Accelerated Performance: Unlock efficiencies through automation, orchestration, and intelligent agents.
  • Increased Strategic Agility: Adapt faster by leveraging cutting-edge tools to address emerging challenges and opportunities.
  • Higher ROI from GenAI: Advanced capabilities often amplify the value of earlier GenAI investments.
  • Strengthened Market Position: Build credibility as a GenAI leader by demonstrating mastery of next-gen capabilities.

Looking to Move Faster, and 'Go Bigger'?

Contact us to explore additional acceleration resources or support.
Click here
Eddie
Accelerated Innovation

Hi, I'm Eddie 👋

Ask me anything about AI concepts, best practices, Accelerated Innovation solutions, or how to get started.