---
title: "Agent Automation"
date: 2024-11-18
author: "admin admin"
---

# Agent Automation

[AI & AUTOMATION SYSTEMS](https://stage.spiralscout.com/services/ai-implementation)

# AI Agents: Automate, Optimize, and Scale

AI-powered systems and agents are transforming the way forward thinking businesses operate, automate repetitive tasks, optimize workflows, and unlock their team. At Spiral Scout, we don’t sell you tools or people. We install systems and trained digital employees that do work inside your organization.

[learn about ai agents                                                                                                      ](https://stage.spiralscout.com/services/ai-implementation/ai-agent-automation#contact-us-form)





![AI agent automation](https://stage.spiralscout.com/wp-content/uploads/2025/01/AI-agent-automation.jpg "AI agent automation")![Wippy.ai](https://stage.spiralscout.com/wp-content/uploads/2024/12/download.svg "Wippy framework")

Revolutionizing business processes with AI-driven solutions

---

[VIEW CASE](https://stage.spiralscout.com/case/ai-driven-pre-sales-automation-wippy)













 



## OUR AI awards and certifications



- ![Temporal badge](https://stage.spiralscout.com/wp-content/uploads/2024/01/Certified-Cloud-Partner-Badge.svg "Certified Cloud-Partner-Badge")
- ![Top Clutch Ai Agents Company 2025 Award](https://stage.spiralscout.com/wp-content/uploads/2024/09/Top-Clutch-Ai-Agents-Company-2025-Award.png)
- ![Clutch 1000 2025 badge](https://stage.spiralscout.com/wp-content/uploads/2024/03/Clutch-1000-2025-badge-1-1-1-1-1.png)
- ![San Francisco Business Times awards 2022](https://stage.spiralscout.com/wp-content/uploads/2024/09/2.svg "San Francisco Business Times awards 2022")
- ![Top Clutch Robotics Company San Francisco 2025](https://stage.spiralscout.com/wp-content/uploads/2024/09/Top-Clutch-Robotics-Company-San-Francisco-2025.png)
- ![new york design awards better future winner 2022](https://stage.spiralscout.com/wp-content/uploads/2024/09/5-1.svg "new york design awards better future winner 2022")
- ![forbes 2020 Agency Council](https://stage.spiralscout.com/wp-content/uploads/2024/09/3.svg "forbes 2020 Agency Council")
- ![Top Clutch E-commerce Developers San Francisco 2025](https://stage.spiralscout.com/wp-content/uploads/2024/09/Top-Clutch-E-commerce-Developers-San-Francisco-2025.png)
 
 


 

 



## Real AI Success Stories

From revolutionizing customer service with AI co-pilots to streamlining complex data workflows with fleets of AI agents, we’ve led businesses like yours to a more efficient tomorrow. See how.





  

           

- ![Proxa preview](https://stage.spiralscout.com/wp-content/uploads/2026/04/proxa-preview.png "Proxa preview") 
    
     ![proxa-logo-w-text](https://stage.spiralscout.com/wp-content/uploads/2026/04/proxa-logo-w-text.svg "proxa-logo-w-text")### Agent-Driven AI Data Hub with Grounded Executive Reporting
    
    Grounded AI retrieval, generative reporting, and conversational search for an executive data hub. Trusted answers. Stack owned by their team.
    
     
    
    
    
     AI Agents, Agentic Retrieval, Generative UI 
    
     [Link](https://stage.spiralscout.com/case/agent-driven-ai-data-hub-proxa)
- ![preview](https://stage.spiralscout.com/wp-content/uploads/2026/04/preview-2.png "preview") 
    
    
    
    ### Temporal Workflow Architecture Consulting for Enterprise Data Services
    
    Architecture consulting for a visual workflow editor built on Temporal, enabling cross-department automation at enterprise scale.
    
     
    
    
    
     Workflow Orchestration, Temporal, Visual Workflow Editor 
    
     [Link](https://stage.spiralscout.com/case/temporal-workflow-architecture-consulting-enterprise)
- ![Preview](https://stage.spiralscout.com/wp-content/uploads/2026/03/Preview-1.png) 
    
    
    
    ### Market Discovery & System Framing for an AI-Driven Investor Relations Platform
    
    Established the architectural and market foundation for an AI-native earnings call product.
    
     
    
    
    
     AI-Assisted Workflows, Discovery, Investor Relations, Capital Markets 
    
     [Link](https://stage.spiralscout.com/case/ai-investor-relations-market-discovery)
- ![Preview](https://stage.spiralscout.com/wp-content/uploads/2026/03/Preview-3.png) 
    
    
    
    ### Conversational CRM Agent Orchestration for Salesforce-Native SaaS
    
    Shipped a resilient multi-agent architecture that turns complex Salesforce CRM data into a conversational interface for sales teams.
    
     
    
    
    
     AI Agent Automation, Workflow Orchestration, Salesforce Integration 
    
     [Link](https://stage.spiralscout.com/case/conversational-crm-agent-salesforce)
- ![Staq](https://stage.spiralscout.com/wp-content/uploads/2024/08/Staq.jpg) 
    
     ![Staq logo](https://stage.spiralscout.com/wp-content/uploads/2024/08/Staq_idQ95uE_5__0.svg)### Agentic Workflow Orchestration for Autonomous Banking Infrastructure
    
    Architected a Temporal-backed agentic runtime for a fintech platform shipping autonomous financial workflows to regulated markets.
    
     
    
    
    
     AI Agents, Temporal Orchestration, Fintech/Banking 
    
     [Link](https://stage.spiralscout.com/case/agentic-workflow-orchestration-autonomous-banking)
- ![Car Advise Preview](https://stage.spiralscout.com/wp-content/uploads/2026/03/Car-Advise-Preview.png) 
    
     ![CA Logo](https://stage.spiralscout.com/wp-content/uploads/2026/03/CA-Logo-Fearless-Orange.svg)### Designing Agentic Control Systems for Data Integrity & Financial Readiness
    
    Engineered a configuration system replacing tribal knowledge with enforced rules, deployed to distributors without IT drag.
    
     
    
    
    
     AI Agents, Data Governance, Workflow Orchestration 
    
     [Link](https://stage.spiralscout.com/case/agentic-control-system-design-automotive-marketplace)
 
 


 



[Read Success Stories](/case)





## Why Choose Spiral Scout for AI Agent Automation?

Revolutionize your operations with intelligent, adaptable AI solutions built on [**Wippy.ai**](https://wippy.ai). We don’t just automate tasks; we build self-optimizing digital workforces that integrate securely into your business.



### Intelligent Workflow Automation

Eliminate bottlenecks and free your team from repetitive work. Our agents automate complex decision-making and task execution, allowing your business to operate with greater speed and accuracy without increasing headcount.

**Example:** We built an automated logistics system for the [Santa Letters program](https://stage.spiralscout.com/case/anonymous-mail-service-santa-letters-program) that verified addresses, routed physical mail, and anonymized user data, processing thousands of requests with zero manual intervention.



### Seamless Ecosystem Integration

We design AI solutions that fit your infrastructure, not disrupt it. Whether you use legacy systems or modern SaaS tools, our agents connect effortlessly to CRM, ERP, and custom APIs for a frictionless transition.

**Example:** A supply chain company integrated our [AI-driven forecasting agents](https://stage.spiralscout.com/case/spiral-scout-automated-data-processing) into their manual process, **cutting the time to prepare reports and ingest data by 90%** with minimal human oversight.



### Adaptive Multi-Agent Systems

Unlike static bots, our agents learn and collaborate. Built on [Wippy](https://wippy.ai), our solutions feature self-optimizing architectures where specialized agents coordinate to handle complex, multi-step workflows with high precision.

**Example:** We deployed a fleet of [QA Agents](https://stage.spiralscout.com/case/spiral-scout-multi-agent-system) that autonomously generate, execute, and repair regression tests for high-traffic software, identifying bugs 24/7 without human oversight.



### Secure Enterprise Co-Pilots

Unlock your data safely. We build secure, isolated AI co-pilots that help employees access proprietary data and answer complex queries instantly, giving you a competitive advantage while maintaining strict compliance.

**Example:** For Project Fortress, a legal SaaS, we built a [Salesforce-integrated AI co-pilot](https://stage.spiralscout.com/case/salesforce-ai-integration-for-law-saas-fortress) that accesses historical legal data to answer complex queries, significantly reducing the research time for associates.



### Generative Voice & User Interfaces

Move beyond text. We engineer dynamic, voice-activated AI experiences that interpret intent and execute actions in real-time, creating intuitive interactions for your end users.

**Example:** For [Qualcomm](https://stage.spiralscout.com/case/interactive-ai-experience-for-a-leading-tech-summit), we utilized Whisper and Generative AI to create an on-device voice command system that allows users to seamlessly control phone functions and external displays.



### Measurable ROI & Business Impact

We don’t just implement AI; we ensure it pays off. Our solutions focus on tangible outcomes – increasing efficiency, reducing costs, and driving revenue – so every dollar invested translates to a competitive advantage.

**Example:** A global distributor used our [AI agents](https://stage.spiralscout.com/case/ai-driven-pre-sales-automation-wippy) to automate their quote generation workflow, reducing the manual workload by **70%** and accelerating response times for their customers.









 





## Unlock the Full Potential of AI Agents

AI agents don’t just automate tasks, they transform the way your business operates as digital extensions of your team. From workflow management to real-time decision-making, our AI engineering squads seamlessly integrate into your existing systems, enabling faster, smarter, and more efficient processes, while freeing up your team.

### Product Discovery   
& Research



### Agents Define & Manage Workflows



### End-to-End Task Automation



### Conversational AI & Natural Language Interactions



### Multi-Agent Collaboration



### Seamless Integration with Existing Systems



### Real-Time Data Processing & Intelligent Decision-Making



### Ready to Put AI Agents to Work for Your Business?









## Our Process: From Strategy to Scalable AI Automation

### Discovery & Strategy

We begin by deeply analyzing your business operations, workflows, and existing inefficiencies. Our AI engineering squads embed within your business to identify high-impact automation opportunities where AI agents can reduce costs, increase speed, and enhance accuracy. Using Wippy’s intelligent framework, we ensure AI seamlessly integrates into your workflows without needing to rewrite systems.



### Design & Development

Our AI engineers and automation specialists design custom AI agents tailored to your unique business challenges. These agents handle task orchestration, multi-agent collaboration, and real-time decision-making, creating a dynamic system that continuously learns and adapts.



### Deployment & Optimization

Once deployed, your AI agents don’t just run, they evolve. We continuously monitor, refine, and optimize performance, ensuring that your AI systems stay aligned with your business needs. Our agents adapt to new data, business rules, and compliance changes to maintain peak efficiency.







[let’s build your agent strategy](#contact-us-form)





## AI agent frameworks and tools we use

- Programming languages and frameworks
    
    
    - ![Python logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/Python-Icon-1.svg "Python logo") 
        
        Python
    - ![.NET logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/dotnet-svgrepo-com.svg ".NET logo") 
        
        .NET
    - ![golang logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/go-svgrepo-com-1.svg "golang logo") 
        
        Golang
    - ![Node.js logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/nodejs-2.svg "Node.js logo") 
        
        Node.js
    - ![java logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/java-4-1-1.svg "java logo") 
        
        Java
    - ![PHP logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/php-svgrepo-com.svg "PHP logo") 
        
        PHP
    - ![Ruby logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/ruby-svgrepo-com.svg "Ruby logo") 
        
        Ruby
    - ![javascript logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/5-1.svg "javascript logo") 
        
        JavaScript
    - ![react native logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/4-2.svg "react native logo") 
        
         React   
         Native
    - ![angular logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/angular-icon-1-1.svg "angular logo") 
        
        Angular
- Databases
    
    
    - ![postgeSQL logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/10.svg "postgeSQL logo") 
        
        PostgreSQL
    - ![mysql logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/11.svg "mysql logo") 
        
        MySQL
    - ![mongodb logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/12.svg "mongodb logo") 
        
        MongoDB
    - ![redis logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/13.svg "redis logo") 
        
        Redis
    - ![ClickHouse logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/clickhouse-2-1.svg "ClickHouse logo") 
        
        ClickHouse
- Infrastructure
    
    
    - ![Kubernetes logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/kubernets-2.svg "Kubernetes logo") 
        
        Kubernetes
    - ![AWS logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/aws-svgrepo-com-1-1.svg "AWS logo") 
        
        AWS
    - ![docker logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/17.svg "docker logo") 
        
        Docker
    - ![github logo](https://stage.spiralscout.com/wp-content/uploads/2024/09/006-github.svg "github logo") 
        
        GitHub
    - ![gitlab logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/18.svg "gitlab logo") 
        
        Gitlab CI/CD
    - ![jenkins](https://stage.spiralscout.com/wp-content/uploads/2024/12/jenkins-1.svg "jenkins-1") 
        
        Jenkins
    - ![Terraform logo](https://stage.spiralscout.com/wp-content/uploads/2024/10/19.svg "Terraform logo") 
        
        Terraform
    - ![elasticsearch logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/elasticsearch.svg "elasticsearch logo") 
        
        Elasticsearch
    - ![Firebase logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/firebase-svgrepo-com.svg "Firebase logo") 
        
        Firebase
    - ![Temporal SDKs logo](https://stage.spiralscout.com/wp-content/uploads/2024/12/favicon.svg "Temporal SDKs logo") 
        
        Temporal
    - ![Retool Logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/Retool_Logo_0.svg "Retool Logo") 
        
        Retool
    - ![cloudflare logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/cloudflare-svgrepo-com.svg "cloudflare logo") 
        
        Cloudflare
- Monitoring & Analytics:
    
    
    - ![datadog logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/datadog-svgrepo-com-1.svg "datadog logo") 
        
        Datadog
    - ![Sentry logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/sentry-icon-svgrepo-com-1.svg "Sentry logo") 
        
        Sentry
    - ![prometheus logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/prometheus-svgrepo-com.svg "prometheus logo") 
        
        Prometheus
    - ![Zabbix logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/logo.fd87efa6da9bed3fd8c9.svg "Zabbix logo") 
        
        Zabbix
    - ![metabase logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/metabase-svgrepo-com.svg "metabase logo") 
        
        Metabase
    - ![tableau-software](https://stage.spiralscout.com/wp-content/uploads/2024/12/tableau-software.svg "tableau-software") 
        
        Tableau
    - ![grafana logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/grafana-svgrepo-com.svg "grafana logo") 
        
        Grafana
- AI & Machine Learning
    
    
    - ![Wippy.ai](https://stage.spiralscout.com/wp-content/uploads/2025/01/Frame-16.svg "Wippy.ai") 
        
        Wippy
    - ![Claude logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/g314.svg "Claude logo") 
        
        Claude
    - ![chatgpt-4 logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/chatgpt-4.svg "chatgpt-4 logo") 
        
        ChatGPT
    - ![deepseek logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/deepseek-color-1-1.svg "deepseek logo") 
        
        DeepSeek
    - ![copilot logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/copilot-icon.svg "copilot logo") 
        
        Co-pilot
    - ![midjourney logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/midjourney-color-icon.svg "midjourney logo") 
        
        Midjourney
    - ![Semantic Kernel logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/Super-Logo.svg "Semantic Kernel logo") 
        
        Semantic   
         Kernel
    - ![CrewAI](https://stage.spiralscout.com/wp-content/uploads/2025/01/image-11.svg "CrewAI") 
        
        CrewAI
    - ![autogen logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/autogen-1.svg "autogen logo") 
        
        Autogen
    - ![gemini logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/google-gemini-seeklogo.svg "gemini logo") 
        
        Gemini
    - ![dify logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/dify-text-1.svg "dify logo") 
        
        Dify
    - ![Llama.cpp logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/layer2.svg "Llama.cpp logo") 
        
        Llama.cpp
 
 









 - ![Project Fortress logo](https://stage.spiralscout.com/wp-content/uploads/2025/01/IMG_3912.jpeg "Project Fortress logo") 
    
     
    
    ### We’re really impressed with Wippy.ai.
    
    Chris Chung
    
     **Project Fortress,**  Chief Product Officer
- ![Folk Devils](https://stage.spiralscout.com/wp-content/uploads/2024/11/IMG_3991.png "Folk Devils") 
    
     
    
    ### What stood out most about this company was their on-the-fly problem-solving skills and their ability to collaborate seamlessly with our efforts.
    
    Avi Cohen
    
     **Folk Devils,**  Partner
- ![Spiral Scout logo](https://stage.spiralscout.com/wp-content/uploads/2024/11/SS_logo.png "Spiral Scout logo") 
    
     
    
    ### Implementing Wippy’s AI-powered multi-agent system is a paradigm shift in software development and our task management approach, boosting our productivity and efficiency while drastically reducing errors and costs.
    
     ![JD, CTO, Co-founder](https://stage.spiralscout.com/wp-content/uploads/2024/11/umz-m6a7-gjikq-is-anton-jd-titov-1-.png "JD, CTO, Co-founder") 
    
    Anton “JD” Titov
    
     **Spiral Scout,**  CTO
- ![Spiral Scout logo](https://stage.spiralscout.com/wp-content/uploads/2024/11/SS_logo.png "Spiral Scout logo") 
    
     
    
    ### Using Wippy, we have dramatically transformed our pre-sales process, which allows us to respond to client needs with unprecedented speed and accuracy. Wippy’s AI-Agent-driven automation capabilities have not only streamlined our operations but also significantly built up our ability to win and manage new business efficiently.
    
     ![John Griffin](https://stage.spiralscout.com/wp-content/uploads/2024/11/John.jpeg "John Griffin") 
    
    John Griffin
    
     **Spiral Scout,**  Co-Founder & CEO
- ![Temporal PHP SDK](https://stage.spiralscout.com/wp-content/uploads/2024/12/temporal-logo-dark.svg "Temporal logo") 
    
     
    
    ### Very rare to find such a motivated and dedicated technical team. They took an incredibly broad task and delivered a high-quality result with zero experience in our domain.
    
     ![Ryland Goldstein](https://stage.spiralscout.com/wp-content/uploads/2024/11/Ryland-Goldstein.jpeg "Ryland Goldstein") 
    
    Ryland Goldstein
    
     **Temporal,**  Head of Product
 
 


           

 

## What can you automate today?

Explore how AI agents are reshaping industries and business operations through automation that solve real problems

 



- [ ![AI agents in action](https://stage.spiralscout.com/wp-content/uploads/2025/02/AI-agents-in-action3x.jpg "AI agents in action3x") ](https://stage.spiralscout.com/wp-content/uploads/2025/02/AI-agents-in-action3x.jpg)
 



           

 

 











## Actionable Insights. Delivered.

Stay in the know with expert takes, emerging trends, and practical strategies straight from the front lines of innovation.



 









  

- [Wippy Platform: The Intelligent Application Runtime](https://stage.spiralscout.com/blog/ai-driven-automation-development-with-wippy) ![Wippy Platform_ The Intelligent Application Runtime](https://stage.spiralscout.com/wp-content/uploads/2025/04/Wippy-Platform_-The-Intelligent-Application-Runtime-1.jpg) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### Wippy Platform: The Intelligent Application Runtime
    
     BY [ANTON “JD” TITOV](https://stage.spiralscout.com/blog/author/antontitov)
- [Claude managed agents vs Wippy: rent the rails, or own the runtime?](https://stage.spiralscout.com/blog/claude-managed-agents-alternative-wippy) ![Claude managed agents vs Wippy](https://stage.spiralscout.com/wp-content/uploads/2026/04/IMG_9666-Picsart.png) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### Claude managed agents vs Wippy: rent the rails, or own the runtime?
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [Encode Your Firm’s Expertise Before a Competitor Does](https://stage.spiralscout.com/blog/encode-tribal-knowledge-professional-services-ai) ![Your Firm’s Best Thinking Is Trapped in People’s Heads](https://stage.spiralscout.com/wp-content/uploads/2026/03/Your-Firms-Best-Thinking-Is-Trapped-in-Peoples-Heads.jpg "Your Firm’s Best Thinking Is Trapped in People’s Heads") 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### Encode Your Firm’s Expertise Before a Competitor Does
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [The Missing Layer Between Your AI Agent and Production](https://stage.spiralscout.com/blog/missing-layer-ai-agent-production-runtime) ![The Missing Layer Between Your AI Agent and Production](https://stage.spiralscout.com/wp-content/uploads/2026/03/The-Missing-Layer-Between-Your-AI-Agent-and-Production.png "The Missing Layer Between Your AI Agent and Production") 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
    - [Production Systems & Architecture](https://stage.spiralscout.com/blog/category/production-systems-and-architecture)
     
    ### The Missing Layer Between Your AI Agent and Production
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [Your AI Demo Works. Your AI Project Will Not. Here Is Why.](https://stage.spiralscout.com/blog/why-ai-projects-fail-demo-to-production) ![YOUR AI DEMO WORKS. YOUR AI PROJECT WILL NOT.](https://stage.spiralscout.com/wp-content/uploads/2026/03/85b0ac7f-54a0-491b-95b0-66e5472496a4-1.jpg) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### Your AI Demo Works. Your AI Project Will Not. Here Is Why.
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [How to Deploy AI Agents That Actually Work Inside Your Company](https://stage.spiralscout.com/blog/deploy-ai-agents-that-work) ![How to Deploy AI Agents](https://stage.spiralscout.com/wp-content/uploads/2026/03/How-to-Deploy-AI-Agents.png) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### How to Deploy AI Agents That Actually Work Inside Your Company
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [AI Agent Governance Is an Architecture Problem, Not a Policy Problem](https://stage.spiralscout.com/blog/ai-agent-governance-architecture) ![AI Agent governance](https://stage.spiralscout.com/wp-content/uploads/2026/03/AI-Agent-governance-1.jpg) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### AI Agent Governance Is an Architecture Problem, Not a Policy Problem
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [The 200-Email AI Disaster: Why Agent Architecture Matters](https://stage.spiralscout.com/blog/openclaw-vs-wippy-agent-architecture) ![Why Agent Architecture Matters](https://stage.spiralscout.com/wp-content/uploads/2026/03/image1.jpg) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### The 200-Email AI Disaster: Why Agent Architecture Matters
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [How to Build a Knowledge Base for Agents](https://stage.spiralscout.com/blog/how-to-build-ai-agent-knowledge-base) ![How to build AI agent knowledge base](https://stage.spiralscout.com/wp-content/uploads/2026/03/A-Practical-Guide-for-Teams-Working-with-AI-Agents.png) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### How to Build a Knowledge Base for Agents
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [Agentic AI Architecture: How Enterprise AI Agents Actually Make It to Production](https://stage.spiralscout.com/blog/agentic-ai-architecture-production-patterns) ![Agentic AI Architecture](https://stage.spiralscout.com/wp-content/uploads/2026/02/Agentic-AI-Architecture.jpg) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
    - [Production Systems & Architecture](https://stage.spiralscout.com/blog/category/production-systems-and-architecture)
     
    ### Agentic AI Architecture: How Enterprise AI Agents Actually Make It to Production
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
- [Stop Building “AI Products.” Start Encoding Tribal Knowledge.](https://stage.spiralscout.com/blog/encode-tribal-knowledge-vertical-ai-agents) ![Stop Building “AI Products.” Start Encoding Tribal Knowledge.](https://stage.spiralscout.com/wp-content/uploads/2026/02/STOP-BUILDING-AI-PRODUCTS.jpg) 
    
    
    - [AI Agents & Automation](https://stage.spiralscout.com/blog/category/ai-expertise)
     
    ### Stop Building “AI Products.” Start Encoding Tribal Knowledge.
    
     BY [JOHN GRIFFIN](https://stage.spiralscout.com/blog/author/johngriffin)
 
 


           



[ALL ARTICLES](https://stage.spiralscout.com/blog)



 



![people working break](https://stage.spiralscout.com/wp-content/uploads/2024/09/people-working-break-1.png "people working break")

## Your questions, answered

What is the difference between an AI co-pilot and an agentic framework?An AI co-pilot is designed to assist users by providing suggestions, completing tasks, and generally making the user’s job easier. It’s like having a smart assistant that helps you out as you work. On the other hand, an agentic framework is more about creating a network of AI agents that can operate autonomously, communicate with each other, and coordinate their efforts to handle complex workflows. It’s a more robust system designed for dynamic and long-running processes.







Can you add AI functionality to the existing system we already have?Definitely. We can integrate AI functionality into your existing system without disrupting your current operations. Whether you need advanced analytics, automation, or other AI capabilities, we can make it happen and help you brainstorm the best way to do it.







Can we use AI to extract information from unstructured data?Yes, we can help with that too. AI is great for making sense of unstructured data, whether it’s text, images, or other formats. We can build a system that extracts valuable information from your unstructured data, making it easier to analyze and use.







Can we embed an AI agent into our process?Yes, embedding an AI agent into your process is one of our specialties. We have helped a number of our clients over the last few years integrate AI agents to automate and optimize various tasks within their workflow. This has made their processes more efficient and freed up their team to focus on more strategic activities.







We have a bunch of historical data. How can AI help us get more out of that company data?We can take your historical data (or “tribal knowledge” as we like to call it) and organize it into a structured knowledge base. On our first call with you, we can show you a free proof of concept (POC) that demonstrates the power of the AI work we are at the forefront of. This way, you can easily access and leverage the information for various purposes, whether it’s for quick lookups or performing more complex queries and automating workflows.







Can you implement an RAG solution for us?Yes, we can help with that. We’ve got experience building Retrieval-Augmented Generation (RAG) systems that pull relevant information from large datasets to improve the accuracy and relevance of generated content. We can tailor a solution to fit your specific needs and make sure that it integrates smoothly with your existing technical setup.







What is an intelligent agent, and how can it help my business?An intelligent agent is a self-directed AI program that observes, learns, and acts autonomously to solve problems or automate tasks. Using multi-agent frameworks, these agents collaborate to streamline workflows and boost efficiency across your business.







How do AI automation agents differ from traditional automation tools?AI automation agents learn and adapt over time, enabling smarter decisions and handling unpredictable scenarios. Traditional automation follows fixed rules, whereas AI agents bring flexibility and intelligence.















## ONBOARD YOUR FIRST AI AGENT TODAY

 WHAT’S NEXT 

1

Meet the founders

 

 

2

Tell us your goals

 

 

3

Receive a proposal

 

 

4

Project kickoff

 

 

 

 



![John Griffin](https://stage.spiralscout.com/wp-content/uploads/2026/04/John.png "John Griffin")### John Griffin

Co-Founder, CEO



![Anton JD Titov](https://stage.spiralscout.com/wp-content/uploads/2026/04/Anton-2.png "Anton JD Titov")### Anton “JD” Titov

Co-Founder, CTO





*“Anton is an exceptional technologist. I would feel comfortable having him work on any technical challenge.”* – Ryland Goldstein, Head of Product, Temporal