╱ Computer vision · machine learning · automation · websites
╱ How SIRA works
Three habits that keep AI projects from dying in the demo stage, and that make a website engagement feel the same way.
Scope
Every engagement begins with a fixed-scope first piece: a prototype on your data, one automated workflow, or a site that ships in weeks. You see real output before committing to more.
Delivery
Models and automations are delivered as deployed services with tests, monitoring, and handover docs, so your team can run them without us in the loop.
Access
No sales layer. The first call is 30 minutes with the person who will build the thing, and you leave it with a written next step either way.
╱ Real-time vision
67 FPS
Sustained capture rate of the poker game-state pipeline, at 14 ms mean latency on a compact Intel NUC.
Poker computer-vision case study
╱ In production
~93%
Where the email classifier for an industrial tools manufacturer stabilized, in the client's own words, across 10 business categories.
Elliott Tool Technologies, client feedback
╱ Documented work
7
Published case studies across computer vision, AI image detection, LLM automation, and small-business websites.
sira.services/case-studies
╱ The protocol
The same path whether the project is a vision model, an inbox automation, or a Shopify store.
01
╱ Discovery
You bring the problem and whatever data exists. We ask the awkward questions early: what the output has to look like, who uses it, and what 'good enough' means. You leave with a next step, even if that step is 'don't build this'.
02
╱ Build
A prototype on your footage, one automated workflow, or a site you can click through. Progress lands in your inbox weekly with the numbers, not just screenshots.
03
╱ Deploy
Deployed as a service your team can run: Docker, cloud, monitoring, a runbook, and a session to walk through it. For websites, this is where the monthly care plan starts.
╱ What SIRA builds
Five service lines, one engineer-led team. Pick the one that matches the problem, or book a call and we'll tell you which fits.
Custom ML models designed for your specific business challenges — from data analysis to production deployment.
Learn moreVisual AI systems that see, understand, and analyze images and video for automation and insight.
Learn moreIntelligent automation that reduces manual work, improves accuracy, and scales your operations.
Learn moreCoordinated AI agent systems that handle complex, end-to-end workflows — giving lean teams enterprise-grade operational power.
Learn moreFast, well-built websites for small businesses — Shopify, WordPress or custom Next.js — plus a monthly care plan so they stay that way.
Learn more╱ Not sure which
╱ Selected work
Computer vision, AI image detection, LLM automation, and the websites we build and maintain, with the numbers from each build.
Vladimir M., insurance fraud detection proof of concept
Delivered a proof of concept that scores uploaded claim photos for the likelihood they were AI-generated, using the CO-SPY detection method (CVPR 2025), deployed on AWS with a shareable demo.
Read case studyXabier, poker technology project
Built the capture pipeline and region-of-interest framework for a real-time poker vision engine: 67 FPS capture at 14 ms mean latency on a compact Intel NUC, with zero dropped frames.
Read case study
Philadelphia RowHome Magazine, a neighborhood lifestyle publication
In progress: a ground-up rebuild of a Philadelphia neighborhood magazine's WordPress site, with a new editorial design, topic and neighborhood navigation, subscriber login, and a structure built for a growing archive.
Read case study
Horseman Wellness Club, chef-run meal prep with weekly orders and pickup
Set up and maintain the Shopify storefront for a chef-run meal-prep club: weekly meal-prep ordering with a Friday cutoff, pickup orders, and a photography-led brand that matches the kitchen.
Read case study╱ Client feedback
“Sira did a great job on our project. They built and deployed an email classifier that stabilized around 92–93% accuracy, and throughout the process they were extremely communicative and collaborative with our team. They did a great job explaining technical decisions, trade-offs, testing results, and next steps in a way that was easy for non-technical stakeholders to follow, which made the entire build and stabilization period run much smoother. We learned a lot from working with them and I'd absolutely recommend them for similar projects.”
“I hired them for a small project, and I couldn't be happier! Very professional approach, excellent.”
“Amazing experience! Super fast at addressing issues. Always making suggestions to better our site. Would 100% recommend”
“Very polite and professional. Asked great qualifying questions and we were able to dial in on the analysis that suited the project best. I would recommend their services and look forward to working with them in the future.”
“A young vibrant individual who enjoys their work. Great communication, punctual and eager to learn.”
╱ Two minutes
Answer six short questions about your data, timeline, and goals. You get a straight answer on fit before anyone schedules a call.
╱ Start here
Book a free 30-minute call, or send a note and get a reply within 24–48 hours.
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