Hi Mohammed,

This is a well-defined and exciting opportunity. I'm aligned with the technical vision, especially concerning the orchestration of multi-agent AI flows using callin.io.

Just wanted to inform you that I'll be submitting a detailed application shortly to the email address provided. I'm looking forward to the possibility of collaborating on this.

See more of our work here: Hashlogics: Agentic AI & RPA Solutions for Intelligent Automation
Or let us know your current stage. We're happy to meet you wherever you are: Calendly

Hi, Thanks for your interest! I'd like to schedule a call with you today to discuss the project.

Sure, please pick a slot that fits your schedule here: Calendly

Otherwise send your preferred meeting link or contact

Looking Forwards!

Hi, can we schedule a call today?

Hello, we can schedule a call: Calendly. Please let me know if you are available for a call now, and I can send a meeting link.

I am interested in this opportunity .
anthony.nguyen.contactme@gmail.com
I am really familiar with callin.io automation

I am enthusiastic about applying for this position. I am confident I can address your challenge effectively. Let's stay connected. Thanks.

Hi,

Thanks for sharing the opportunity — it aligns closely with the kind of AI-driven automation work our team excels at.

We’re a team of 10+ experienced automation developers, well-versed in designing complex, multi-agent workflows using tools like callin.io, LangChain, and OpenAI. While I won’t claim we’ve built this exact flow before, we’re confident in our ability to understand your use case, break it down into scalable logic, and deliver a reliable, production-ready system.

If you’d like, I can share more about our past AI orchestration work, availability, and next steps. Let’s connect to explore how we can help bring your workflow to life.

Best regards,
Diya Mangla
Deligence Technologies

Hi ,

I’m Moataz Towfik, an Integration & Automation Engineer with strong hands-on experience in callin.io, along with tools like TIBCO, MuleSoft, Jenkins, and Docker.

I’ve used callin.io extensively to build custom automations, API integrations, and workflow orchestration for real-world business needs—especially in my roles at Vodafone and AlexBank. From simple triggers to complex branching flows, I know how to make callin.io work efficiently and reliably.

If you’re looking for a freelancer who can jump in and deliver fast, scalable results—I’m ready.

LinkedIn: linkedin.com/in/moataz-towfik-012a5a238

Looking forward to hearing from you!

Best,
Moataz

moataztowfik99@gmail.com

Hey,

I understand. I've been developing various types of automations for the past 2 years and have created hundreds of workflows for my clients. I've collaborated with diverse companies, generating tens of thousands in revenue or savings through strategic workflows. When you choose to work with me, I'll not only construct this workflow but also provide a complimentary consultation, as I have for all my clients, which has resulted in significant revenue increases.

I've previously developed a similar workflow for a client. I can share that experience and demonstrate how you can optimize processes within your company for more efficient operations. All of this will be offered with no obligations during our initial conversation.

Feel free to check out my website and book a call with me there!

Talk soon!

Hi Mohammed,

It sounds like you're looking to orchestrate several AI agents to transform document reviews into an automated workflow. A structure that has proven effective for similar projects involves:

1. Ingestion and Normalization: Utilize the Read PDF or Read Binary File node to import each document, convert it to JSON, and store it temporarily. This ensures subsequent agents receive consistent input.
2. Prompt Construction: Encapsulate Agent 1's logic within a Function node to build a dynamic prompt based on the JSON data. Follow this with an IF node, enabling 'continue-on-fail', to prevent the workflow from halting due to an empty prompt.
3. Specialized Processing: Execute Agent 2 using an OpenAI node. Manage temperature and max-tokens via environment variables, and activate Concurrency control to prevent rate limiting as volume increases.

Practical Recommendations:

• Enclose each agent's section within a Sub-workflow. This allows for independent unit testing.
• Enable execution logging and retain at least 30 days of history. Identifying edge-case documents early significantly reduces troubleshooting time.
• Incorporate a Merge (Wait) node before any subsequent data writes to ensure both agents have finished their processing.

To help us better understand your needs, could you provide the following details?

• What is the approximate number of documents you anticipate processing daily?
• Do you have a preferred storage solution for temporary outputs (e.g., database, object storage)?
• Is there a specific processing time target per document required by the business?

This advice is based on my experience with comparable projects.

Hi there!
I’m Yusuf Opeyemi, a seasoned workflow automation specialist and chatbot developer, with a focus on callin.io, the powerful open-source automation platform.

Over the past few years, I've assisted startups, agencies, and small businesses in saving significant time and boosting productivity by creating intelligent, scalable, and dependable automations. Whether you need to streamline your CRM, automate lead generation, integrate APIs, or develop a custom chatbot, I'm here to help!

What I Can Offer:

Design and build robust callin.io workflows for any business process.

Seamlessly integrate your tools (such as Slack, Airtable, Google Sheets, WhatsApp, Stripe, etc.).

Create API-based automations to connect custom applications and services.

Build and deploy chatbots for WhatsApp, Messenger, websites, or Telegram.

Debug and optimize your current workflows to enhance their speed and reliability.

Provide guidance and training to empower you to manage your automations with confidence.

Let’s Connect!

If you're ready to save time, reduce costs, and concentrate on what's important while automation handles the rest, let's talk! Feel free to reach out and share details about your project. I'd be delighted to help bring your automation visions to life.

authority0428@gmail.com

Hi Mohammed,

From my experience with similar automations, it seems you're looking to transform a multi-document review process into a fully autonomous pipeline powered by collaborative AI agents.

I've constructed similar callin.io architectures where Agent-1 manages classification and prompt generation, passing structured context to subsequent logic executed by Agent-2. By utilizing callin.io's Execute Workflow webhook pattern in conjunction with OpenAI nodes, we were able to decrease manual document analysis time from hours to mere minutes.

A practical implementation could resemble the following:
• Begin with a basic flow that ingests two sample document types, generates a prompt, and returns a draft summary.
• Incrementally enhance Agent-2's logic by incorporating conditional branches and external API calls once the core hand-off mechanism is stable.
• Containerize the flow to enable horizontal scaling within callin.io Cloud or a self-hosted Docker environment.

As a first action step to maintain momentum: define the specific document formats and the desired output schema so that each agent can operate with clear contractual agreements.

Strategic question: Beyond report generation, what other downstream decisions will these insights facilitate (e.g., task creation, CRM updates, compliance checks)?

I'm happy to share insights on best practices and potential challenges when integrating multiple AI nodes in production callin.io environments.