AI Solution Development

Build Your AI Execution Engine - From Data to Deployment

We help companies transform disconnected data, manual processes, and scattered AI pilots into structured, scalable, and compliant AI systems.
You get execution-ready infrastructure, agent-based automation, and a team trained to own it.

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AI Solution Development

Build Your AI Execution Engine - From Data to Deployment

We help companies transform disconnected data, manual processes, and scattered AI pilots into structured, scalable, and compliant AI systems.
You get execution-ready infrastructure, agent-based automation, and a team trained to own it.

No overengineering. No vendor lock-in. Just systems that work.

Our 5-Step Execution Engine

This is our House of Ichigo method — proven, modular, and built to scale.

Each step delivers outcomes your team can use immediately.

1. AI & Data Readiness Diagnostic

Understand what’s working, what’s broken, and what to prioritize.

  • Audit of your current tools, data, and workflows
  • Identification of quick wins + strategic AI use cases
  • System-wide gap map
  • Risk alignment with governance or AI Act needs

Output:

  • AI Opportunity Map
  • Use Case Matrix
  • Readiness Scorecard

1. AI & Data Readiness Diagnostic

Understand what’s working, what’s broken, and what to prioritize.

  • Audit of your current tools, data, and workflows
  • Identification of quick wins + strategic AI use cases
  • System-wide gap map
  • Risk alignment with governance or AI Act needs

Output:

  • AI Opportunity Map
  • Use Case Matrix
  • Readiness Scorecard

2. Data Structuring & Connection

We clean, connect, and prepare your data for action.

  • Data inventory and tagging
  • GDPR-compliant structuring
  • Connection across CRM, ERP, analytics, ops
  • Unified schema for dashboards, agents, and workflows

Output:

  • Execution System Map
  • Structured, Connected Data Stack

2. Data Structuring & Connection

We clean, connect, and prepare your data for action.

  • Data inventory and tagging
  • GDPR-compliant structuring
  • Connection across CRM, ERP, analytics, ops
  • Unified schema for dashboards, agents, and workflows

Output:

  • Execution System Map
  • Structured, Connected Data Stack

3. Data Visualization & Centralization

One real-time dashboard. Every insight. Zero chaos.

  • Custom visualizations across sales, finance, marketing, ops
  • Real-time alerting and trend monitoring
  • Unified business cockpit with drill-down logic
  • Powered by Looker Studio, Metabase, or custom stack

Output:

  • Unified Dashboard
  • Live Data Infrastructure

3. Data Visualization & Centralization

One real-time dashboard. Every insight. Zero chaos.

  • Custom visualizations across sales, finance, marketing, ops
  • Real-time alerting and trend monitoring
  • Unified business cockpit with drill-down logic
  • Powered by Looker Studio, Metabase, or custom stack

Output:

  • Unified Dashboard
  • Live Data Infrastructure

4. AI Agents & Workflow Automation

Your new operational muscle — triggered by your rules and real-time data.

  • Deploy AI agents to send alerts, automate responses, or take action
  • Trigger cross-platform tasks based on internal events
  • Embed low-code automations in your core stack
  • Integrate with RPA, Zapier, Make, or custom workflows

Output:

  • AI Agent Library & Deployed Workflows
  • Automation Blueprint

4. AI Agents & Workflow Automation

Your new operational muscle — triggered by your rules and real-time data.

  • Deploy AI agents to send alerts, automate responses, or take action
  • Trigger cross-platform tasks based on internal events
  • Embed low-code automations in your core stack
  • Integrate with RPA, Zapier, Make, or custom workflows

Output:

  • AI Agent Library & Deployed Workflows
  • Automation Blueprint

5. Training & Enablement

We train your team to run, adapt, and improve the system, independently.

  • Role-based training by function (ops, product, execs, compliance)
  • Internal champions trained for long-term success
  • Live handover with documentation, playbooks, and troubleshooting flows
  • Optional support window for check-ins

Output:

  • Self-Sufficient Internal Ops
  • Full Knowledge Transfer
  • Long-Term Control
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5. Training & Enablement

We train your team to run, adapt, and improve your systems, independently.

  • Role-based training by function (ops, product, execs, compliance)
  • Internal champions trained for long-term success
  • Live handover with documentation, playbooks, and troubleshooting flows
  • Optional support window for check-ins

Output:

  • Self-Sufficient Internal Ops
  • Full Knowledge Transfer
  • Long-Term Control

Who This Is For?

Our solution is built for organizations that:

  • Are stuck in disconnected tools and reporting chaos
  • Have started AI but lack clear use cases or operational ownership
  • Need to reduce manual effort and speed up execution
  • Must comply with data, security, or AI Act regulations
  • Want their internal team to operate AI systems — not just observe them

Who This Is For?

Our solution is built for organizations that:

  • Are stuck in disconnected tools and reporting chaos
  • Have started AI but lack clear use cases or operational ownership
  • Need to reduce manual effort and speed up execution
  • Must comply with data, security, or AI Act regulations
  • Want their internal team to operate AI systems — not just observe them

Technologies We Work With

LLMs

  • OpenAI
  • Claude
  • Mistral
  • Copilot
  • Gemini

Workflow tools

  • n8n
  • Zapier
  • Make
  • LangChain
  • Hugging Face Agents

Databases

  • PostgreSQL
  • BigQuery
  • Azure
  • AWS
  • MongoDB

Visualization

  • Looker Studio
  • Power BI
  • Metabase
  • Tableau
  • Superse

Vector DBs + RAG

  • PostgreSQL
  • BigQuery
  • Notion DB
  • Pinecone
  • Qdrant

Technologies We Work With

LLMs

OpenAI

Claude

Mistral

Copilot

Gemini

Workflow tools

n8n

Zapier

Make

Databases

PostgreSQL

BigQuery

Notion DB

Visualization

Looker Studio

Power BI

Metabase

Vector DBs + RAG

PostgreSQL

BigQuery

Notion DB

Trustworthy &
Compliant by Design

Trustworthy &
Compliant by Design

Built-in GDPR structuring

Use case risk classification under the EU AI Act

Optional internal AI governance dashboard + compliance templates

Designed for visibility, control, and long-term resilience

Built-in GDPR
structuring

Use case risk classification under the EU AI Act

Optional internal AI governance dashboard + compliance templates

Designed for visibility, control, and long-term resilience

Deployment Timeline That Fit Your Organization

Outcome

Format

Ideal For

Deployment Timeline That Fit Your Organization

Diagnostic Sprint

1–2 weeks

Audit + Use Case Design

Diagnostic Sprint

1–2 weeks

Audit + Use Case Design

Modular Track

1–2 months

System setup + pilot workflows

Modular Track

1–2 months

System setup + pilot workflows

End-to-End Rollout

3–6 months

Full-stack AI Execution Engine

End-to-End Rollout

3–6 months

Full-stack AI Execution Engine

Co-Building Model

Ongoing

In-house AI capability building

Co-Building Model

Ongoing

In-house AI capability building

Ready to Build What Everyone Else is Still Planning?

Let’s design your execution system — not your next proof-of-concept.

Ready to Build What Everyone Else is Still Planning?

Let’s design your execution system — not your next proof-of-concept.