u/Immediate_Charity350

Hi everyone,

I'm currently looking to gain more hands-on experience by helping a few businesses automate parts of their workflow for free for one month.

So far, I've built automations such as:

- Lead generation workflows

- Lead qualification systems (currently built for real estate, but can be adapted to almost any industry)

- Automated invoice generation with WhatsApp invoice sharing and Automated payment follow-ups and reminders

- Automated Lead processing From Different sources like email, telegram to trello and later sharing the email digest at EOD.

I'm also open to building other automation workflows if you have a specific business process you'd like to streamline.

I'm looking for 4 people/businesses who would be interested in trying this out. In return, I'd appreciate honest feedback on the results and your experience.

If the automation proves valuable for your business, I'd be happy to discuss future collaborations afterward. No obligations just looking to create value, learn, and build some strong case studies.

If you're interested send me a DM with:

- Your industry/business

- The process you'd like to automate

- Any current challenges you're facing

Looking forward to connecting and helping a few businesses save time and reduce manual work.

Hi everyone,

I'm currently looking to gain more hands-on experience by helping a few businesses automate parts of their workflow for free for one month.

So far, I've built automations such as:

- Lead generation workflows

- Lead qualification systems (currently built for real estate, but can be adapted to almost any industry)

- Automated invoice generation with WhatsApp invoice sharing and Automated payment follow-ups and reminders

- Automated Lead processing From Different sources like email, telegram to trello and later sharing the email digest at EOD.

I'm also open to building other automation workflows if you have a specific business process you'd like to streamline.

I'm looking for 4 people/businesses who would be interested in trying this out. In return, I'd appreciate honest feedback on the results and your experience.

If the automation proves valuable for your business, I'd be happy to discuss future collaborations afterward. No obligations just looking to create value, learn, and build some strong case studies.

If you're interested send me a DM with:

- Your industry/business

- The process you'd like to automate

- Any current challenges you're facing

Looking forward to connecting and helping a few businesses save time and reduce manual work.

Hi everyone,

We're preparing to deploy our AI application on an NVIDIA RTX 3060 GPU and would really appreciate guidance from people who have experience taking AI systems from development to production.

Our goal is not just to get the model running, but to build a robust, production ready deployment that is reliable, maintainable, and suitable for industrial use.

Some of the areas we're looking for advice on are:

- What should the end-to-end deployment pipeline look like?

- What benchmarks should we perform before deployment (latency, throughput, GPU utilization, VRAM usage, startup time, power consumption, etc.)?

- What kinds of stress testing, endurance testing, and failure testing should be done before considering the system production-ready?

- How do you monitor GPU health, application health, crashes, memory leaks, inference failures, and overall system performance in production?

- What logging strategy do you recommend? What should be logged, and what should be avoided?

- How do you manage model versioning, deployment, rollback, and updates without disrupting production?

- What security best practices should be followed for an industrial AI deployment?

I'm also curious about the operational and governance side:

- How is auditing typically handled in production AI systems?

- What events should be recorded for traceability (predictions, inputs, model version, user actions, timestamps, system events, etc.)?

- Are there any recommended practices for maintaining audit logs, reproducibility, and compliance?

- What should an organization be able to answer during an internal or external audit?

- What documentation is generally expected before an AI system is deployed in an industrial setting?

- Are there any standards or frameworks (ISO, IEC, NIST, etc.) that are commonly followed for AI deployments?

We're essentially trying to build a complete production deployment checklist, covering topics like:

- Deployment architecture

- Performance benchmarking

- Functional testing

- Load testing

- Long-duration stability testing

- Monitoring and alerting

- Logging

- Auditing and traceability

- Security

- Backup and disaster recovery

- Documentation

- Model lifecycle management

- Maintenance and update strategy

- Production readiness review

If you've deployed AI systems, I'd love to hear about your deployment workflow, tools, lessons learned, and things you wish you had known beforehand.

Any checklists, GitHub repositories, blogs, documentation, or real-world experiences would be greatly appreciated.

Thanks in advance!

Hey everyone,

I'm currently working on a fabric defect detection project and would love to get some insights from people who have worked on similar industrial vision problems.

Current pipeline

• Anomaly detection: Anomalib

• Feature extractor: DINOv2

• Defect classification: with extracted features

I have a few questions:

1. How do companies handle different fabric colors?

   • Do they normalize/remove color information during preprocessing?

   • Do they convert images to grayscale or use a different color space?

   • Or do they simply train with enough color variation so the model learns to ignore color?

2. How do they onboard new fabric types?

   • Do they retrain the entire model for every new fabric?

   • Is there a way to adapt to a new fabric using only a few (or even a single) reference image?

   • How is this typically handled in production systems?

3. How do production systems allow clients to add new fabrics?

   • One of my goals is to build a system where the client/operator can easily register a new fabric type without needing to contact developers.

   • Ideally, the client should be able to capture a few good samples, click "Train" (or "Register"), and have the system start inspecting that fabric automatically.

   • Is this how commercial textile inspection systems work, or do they still require model retraining by the vendor?

I'm also open to suggestions on improving my overall approach. Right now I'm using Anomalib + DINOv2 embeddings for defect detection and defect type classification, but I'm curious if there are better architectures or production-proven pipelines for textile inspection.

I'd especially appreciate hearing from anyone who has worked on automated optical inspection (AOI), textile manufacturing, or industrial computer vision. If you've built a similar system, I'd love to hear about your architecture and deployment strategy.

Thanks in advance!

​

Hi everyone,

I'm currently looking to gain more hands-on experience by helping a few businesses automate parts of their workflow for free for one month.

So far, I've built automations such as:

- Lead generation workflows

- Lead qualification systems (currently built for real estate, but can be adapted to almost any industry)

- Automated invoice generation with WhatsApp invoice sharing and Automated payment follow-ups and reminders

- Automated Lead processing From Different sources like email, telegram to trello and later sharing the email digest at EOD.

I'm also open to building other automation workflows if you have a specific business process you'd like to streamline.

I'm looking for 4 people/businesses who would be interested in trying this out. In return, I'd appreciate honest feedback on the results and your experience.

If the automation proves valuable for your business, I'd be happy to discuss future collaborations afterward. No obligations just looking to create value, learn, and build some strong case studies.

If you're interested send me a DM with:

- Your industry/business

- The process you'd like to automate

- Any current challenges you're facing

Looking forward to connecting and helping a few businesses save time and reduce manual work.

Hi everyone,

I'm currently looking to gain more hands-on experience by helping a few businesses automate parts of their workflow—for free for one month.

So far, I've built and deployed automations such as:

\- Lead generation workflows

\- Lead qualification systems (currently built for real estate, but can be adapted to almost any industry)

\- Automated invoice generation with WhatsApp invoice sharing and Automated payment follow-ups and reminders

I'm also open to building other automation workflows if you have a specific business process you'd like to streamline.

I'm looking for 4 people/businesses who would be interested in trying this out. In return, I'd appreciate honest feedback on the results and your experience.

If the automation proves valuable for your business, I'd be happy to discuss future collaborations afterward. No obligations—just looking to create value, learn, and build some strong case studies.

If you're interested we can discuss it.

\- Your industry/business

\- The process you'd like to automate

\- Any current challenges you're facing

Looking forward to connecting and helping a few businesses save time and reduce manual work.

Hi everyone,

I'm currently looking to gain more hands-on experience by helping a few businesses automate parts of their workflow—for free for one month.

So far, I've built and deployed automations such as:

- Lead generation workflows

- Lead qualification systems (currently built for real estate, but can be adapted to almost any industry)

- Automated invoice generation with WhatsApp invoice sharing and Automated payment follow-ups and reminders

I'm also open to building other automation workflows if you have a specific business process you'd like to streamline.

I'm looking for 4 people/businesses who would be interested in trying this out. In return, I'd appreciate honest feedback on the results and your experience.

If the automation proves valuable for your business, I'd be happy to discuss future collaborations afterward. No obligations—just looking to create value, learn, and build some strong case studies.

If you're interested send me a DM with:

- Your industry/business

- The process you'd like to automate

- Any current challenges you're facing

Looking forward to connecting and helping a few businesses save time and reduce manual work.

Hey, I have been working on n8n for 3-4 months. Now i want to sell automations and earn money but I don't know how to start? How can i get clients? How to mark pricing, is it recurring or on the go? And more particularly which niche to target?.

I would be really thankful for the advice and suggestions.

Thanks.