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Challenge

GenAI Unit Launch Strategy with Google ADK Agents and Claude 4 Opus

This challenge tasks you with developing a multi-agent system using Google's Agent Development Kit (ADK) to strategize and simulate the launch of a new AI-powered product. The system will feature specialist agents leveraging large language models like Gemini 3 Flash for strategic planning and Claude 4 Opus for creative content generation. The agents will collaborate to analyze market trends, define product features, draft marketing copy, and simulate initial user interactions. The goal is to demonstrate how an orchestrated team of AI agents can accelerate early-stage product development and strategic decision-making in a dynamic AI market.

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Challenge brief

What you are building

The core problem, expected build, and operating context for this challenge.

Build a multi-agent system using Google ADK with Gemini 3 Flash and Claude 4 Opus to simulate a GenAI product launch strategy, integrating tools for market analysis, content generation, and user feedback.

Delivery guide

How work is evaluated

Evaluation

The evaluation will assess the completeness, coherence, and strategic depth of the agent-generated product launch plan, as well as the effective use of Google ADK and integrated tools.

Datasets

Challenge datasets

Public datasets, plus the private datasets you have access to.

Evaluation rubric

How submissions are scored

These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.

Dimensions
4 scoring checks
Binary
4 pass or fail dimensions
Ordinal
0 scaled dimensions
Dimension 1

Document Completeness

Checks if all required fields in 'Generate Product Strategy Document' are present.

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Dimension 2

Agent Collaboration Log

Verifies that interaction logs between at least 3 distinct agents (e.g., Strategist, Market Analyst, Creative Lead) are present.

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Dimension 3

Strategic Coherence Score

Subjective assessment (0-10) of how well the product strategy elements align. • target: 8 • range: 0-10

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Dimension 4

Creative Content Quality (Claude 4 Opus)

LLM-based evaluation (0-10) of marketing slogan and description originality and relevance. • target: 7 • range: 0-10

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Learning goals

What you should walk away with

  • Master Google ADK for defining agents, tools, and orchestrating complex workflows with Gemini 3 Flash.

  • Implement specialized agents for market research (Gemini 3 Flash), product definition (Gemini 3 Flash), and marketing content creation (Claude 4 Opus) using ADK's capabilities.

  • Design tool integrations for agents to interact with external APIs for trend analysis (simulated) and creative asset generation, leveraging Momentic for real-time feedback.

  • Build collaborative agent communication patterns within Google ADK to facilitate a coherent product strategy development process.

  • Leverage BoTorch for optimizing agent decision-making or resource allocation in simulated launch scenarios.

  • Implement a voice-driven feedback loop for simulated user testing using Fixie for natural language interaction with the agent system.

Resources and assets

Reference links and supporting material

Dataset notes

Sample data for 2 tasks

Challenge setup

The evaluation will assess the completeness, coherence, and strategic depth of the agent-generated product launch plan, as well as the effective use of Google ADK and integrated tools.

Challenge input

{'market_niche': 'e.g., AI-powered personalized fitness coach', 'target_audience': 'e.g., millennial fitness enthusiasts'}

Google

Google AI model provider

Google ADK

Agent Development Kit for

Claude 4 Opus

Policy Serving in the agent workflow.

Evaluated output

{'product_name': 'string', 'core_features': ['string'], 'target_market_analysis': 'string', 'marketing_slogan': 'string', 'launch_plan_summary': 's...

Evaluation checks
  • Checks if all required fields in 'Generate Product Strategy Document' are present.
  • Verifies that interaction logs between at least 3 distinct agents (e.g., Strategist, Market Analyst, Creati...
  • Subjective assessment (0-10) of how well the product strategy elements align. • target: 8 • range: 0-10
Configured evaluation evidence
  • Strategic Coherence Score target: 8
  • 2 public reference cases
Configured runtime
  • Python execution harness

Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.

View technical recipe

Configured tools

Action Space
  • Google · Optional
  • Google ADK · Optional
Policy Serving
  • Claude 4 Opus · Required

Evaluation contract

  • Document Completeness · Weight 1
  • Agent Collaboration Log · Weight 1
  • Strategic Coherence Score · Weight 1
  • Creative Content Quality (Claude 4 Opus) · Weight 1

Metrics

  • Strategic Coherence Score · Target 8
  • Creative Content Quality (Claude 4 Opus) · Target 7

Reference cases

  • 2 public reference cases

Workflow tasks

  1. Task 1

    Input: {'market_niche': 'e.g., AI-powered personalized fitness coach', 'target_audience': 'e.g., millennial fitness enthusiasts'}

    Output: {'product_name': 'string', 'core_features': ['string'], 'target_market_analysis': 'string', 'marketing_slogan': 'string', 'launch_plan_summary': 'string'}

    Execution harness: Python

  2. Task 2

    Input: {'user_feedback_prompt': 'string'}

    Output: {'feedback_summary': 'string', 'actionable_insights': ['string']}

    Execution harness: Python

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about GenAI Unit Launch Strategy with Google ADK Agents and Claude 4 Opus