Why 99% of ML Projects Never Ship to Production
Why 87% of ML Projects Never Ship to Production — And the MLOps Stack That Actually Fixes It
Email: [email protected]
Phone: (832) 685 4410
One partner. 29+ service categories. From custom web and mobile apps to AI-powered solutions, ecommerce platforms, no-code builds, and machine learning systems — Stallyons is the senior engineering team behind brands ready to ship, scale, and win. No vendor sprawl. No mid-project pivots. Just outcomes.

Web Dev
120+ shipped
Mobile Apps
180+ shipped
AI Solutions
5 platforms
UI/UX
400+ designs
Ecommerce
220+ stores
Cloud Apps
SaaS-ready
ML / NLP
Production
Web Dev
Projects Delivered
No-Code
7 platforms
Avg. Project NPS
+72
On-Time Delivery
96%
↑ 4%
Repeat Clients
81%





Stallyons Technologies is a senior software engineering, AI, and ecommerce partner serving founders, product leaders, and enterprise teams across 50+ industries. We're not a body shop, we're not a one-trick freelancer agency, and we're not a generalist consultancy. We're a single end-to-end partner with deep specialization across 29+ service categories — meaning the team that scopes your MVP can also ship your AI workflow, replatform your ecommerce store, train your custom ML model, build your Chrome extension, and own your post-launch growth. One contract. One quality bar. One outcome.
Most teams hire three vendors and get three different definitions of "done." We've watched it happen for fifteen years. The web agency builds the marketing site, the mobile shop builds the iOS app, the AI consultancy ships a prototype that never reaches production — and the integration tax, the timeline drift, and the finger-pointing eat the budget. Stallyons exists because modern products don't live in silos. A real launch needs web, mobile, AI, ecommerce, and infrastructure to all hit the same vector, on the same date, at the same quality bar. That's what we ship.
Our Full Service Range
Core Software Engineering — Custom Software Development, Web Development, API Development, Mobile Development, UI/UX Design, Software QA & Testing, Cloud App Development, and MVP Development. The foundational disciplines every digital product needs, executed by senior engineers who've shipped at scale.
AI-Powered Solutions — Production-grade integrations across OpenAI (GPT-4, GPT-4o, Assistants API), Anthropic Claude (Opus, Sonnet, Haiku, MCP), Google Gemini (Pro, Flash, Vertex AI), DeepSeek (V3, R1 reasoning, self-hosted), and Qwen (multilingual, Alibaba Cloud). RAG pipelines, function calling, agent orchestration, fine-tuning, and the MLOps that keeps it all running.
Cross-Platform & Native Apps — React Native, Ionic, Flutter, Xamarin, HTML5, Android (Kotlin), iOS (Swift), HarmonyOS, Webview apps, and Google Chrome Extensions. From single-codebase DTC apps to platform-native enterprise builds, with edge deployment and offline-first architecture where it matters.
Ecommerce Platforms (Cloud + Open-Source) — Shopify, BigCommerce, WooCommerce on the cloud SaaS side. Magento, OpenCart, PrestaShop, osCommerce, and CS-Cart on the open-source side. Custom themes, headless storefronts on Next.js/Hydrogen, ERP integrations, B2B/wholesale, subscription commerce, migrations without SEO loss, and conversion optimization.
Specialized AI & Computer Vision — Natural Language Processing (custom NER, sentiment, embeddings, RAG), Text-to-Speech (ElevenLabs / Polly / Azure / Google / OpenAI multi-provider), Speech-to-Text (Whisper / AssemblyAI / Deepgram / Google / AWS Transcribe), Facial Recognition (ArcFace / InsightFace + liveness + BIPA compliance), and Machine Learning (end-to-end pipelines, MLOps, drift monitoring on SageMaker / Vertex AI / Azure ML / Databricks).
No-Code & Low-Code — Webflow, WIX Studio, Squarespace, HubSpot CMS, Bubble.io, Framer, and GoHighLevel for teams that need ship-this-week speed without sacrificing engineering rigor.
Why Stallyons Beats the Three-Vendor Approach
How to Engage Stallyons
Every engagement starts with a free 45-minute strategy session — no slide deck, no sales script. You bring the problem, we map the path, and you leave with a clearer picture whether you choose to work with us or not. From there, engagements range from focused 4-week MVP sprints to multi-year platform partnerships covering web, mobile, AI, and ecommerce in lockstep.
We're selective about new engagements — we cap our active client count to maintain the senior-engineer-to-project ratio our quality bar requires. If we say yes to your project, it's because we're committed to shipping it well, not because we needed the slot filled this quarter.

Projects Delivered

Service Categories

Repeat Client Rate

Clutch Rating
Ready to skip the vendor-sprawl tax and ship with one senior partner?
29+ specialized service offerings organized into ten solution categories. Pick one, pick all, or let us assemble the full stack.
Not sure which categories fit your roadmap? Let's map it together.
These pain points signal you're paying the integration tax — and quietly losing months of shipping velocity.

One agency for web, another for mobile, a third for AI. Three contracts, three QA processes, three roadmaps that never align. The integration cost eats the savings.

Halfway through, you realize you need an ML model or a no-code campaign — but your vendor doesn't do that. Now you're sourcing a new shop while burn rate climbs.

Your team is great at one thing. But shipping a modern product needs ten things. Hiring full-time senior engineers for every discipline takes 18 months you don't have.

The MVP works, traffic doubles, and the architecture cracks. Nobody scoped for scale because each vendor only owned their slice.

Six months in and there's still no shipping product. Discovery loops, alignment meetings, and vendor-vs-vendor blame keep pushing launch to next quarter.

Past vendors shipped black boxes. No documentation, weird architectures, dependencies nobody understands. Every change is a multi-week archaeology dig.
Recognize any of these? Let's stop the vendor-sprawl bleeding.
Each service is a senior team. Mix, match, or run them in parallel — every line is built to feed every other.

Production-grade web apps, SaaS platforms, internal tools, and custom enterprise systems built on modern stacks — Next.js, React, Vue, Node.js, Python, .NET. From greenfield architecture to legacy modernization, our senior engineers ship products that scale.

Native iOS (Swift) and Android (Kotlin), HarmonyOS, plus cross-platform builds on React Native, Flutter, Ionic, Xamarin, and HTML5. From single-codebase DTC apps to platform-native enterprise builds with offline-first architecture and edge deployment.

End-to-end product design — discovery research, user interviews, journey mapping, wireframing, high-fidelity UI, design systems, accessibility (WCAG 2.2 AA), and prototype validation. We design products users finish onboarding for, not products users abandon.

Production-grade integrations across OpenAI (GPT-4o, Assistants), Anthropic Claude (Opus, Sonnet, MCP), Google Gemini (Pro, Vertex AI), DeepSeek (V3, R1), and Qwen. RAG, function calling, agent orchestration, fine-tuning, and the MLOps that keeps it running.

Natural Language Processing (NER, sentiment, embeddings, RAG), Text-to-Speech (ElevenLabs, Polly, Azure, OpenAI), Speech-to-Text (Whisper, AssemblyAI, Deepgram), and Facial Recognition (ArcFace, InsightFace + liveness + BIPA compliance). Production-grade, multi-vendor.

End-to-end ML pipelines on AWS SageMaker, Google Vertex AI, Azure ML, Databricks, and Kubeflow. Custom model development, fine-tuning, computer vision, time-series forecasting, recommendation systems, and the MLOps scaffolding that keeps models from silently decaying.

Cloud platforms — Shopify, BigCommerce, WooCommerce. Open-source — Magento, OpenCart, PrestaShop, osCommerce, CS-Cart. Custom themes, headless storefronts (Hydrogen, Next.js, Catalyst), ERP integrations, B2B/wholesale, subscriptions, and migrations without SEO loss.

Serverless and containerized cloud applications on AWS, Google Cloud, and Azure. Microservices architecture, Kubernetes orchestration, infrastructure-as-code (Terraform), CI/CD pipelines, and cloud-native observability stacks. Built for scale from day one.

90-day MVP sprints for founders ready to ship validated products fast. Discovery → design → build → launch in compressed timelines with senior teams. Built to scale into full V1 — no throwaway code, no rebuild required.

REST, GraphQL, and gRPC APIs designed for production. Third-party integration (Stripe, Twilio, Slack, HubSpot, Salesforce, NetSuite, custom systems), webhook architecture, OAuth flows, rate limiting, and developer documentation that engineers actually want to read.

Webflow, WIX Studio, Squarespace, HubSpot CMS, Bubble.io, Framer, GoHighLevel. For teams that need ship-this-week speed for marketing sites, landing pages, internal tools, or community platforms — without sacrificing engineering rigor.

End-to-end QA — unit, integration, E2E (Cypress, Playwright), load testing (k6, JMeter), security testing, accessibility audits, mobile device labs, and automated CI/CD test pipelines. We treat testing as engineering, not as the last week of the project.
Need to combine multiple service lines into one engagement?
What you get when one team owns the whole journey — not just one slice of it.

One contract, one PM, one quality bar, one bill. No vendor-vs-vendor blame, no integration tax, no roadmap fragmentation.

Senior teams that have shipped at scale don't need 6-week discovery loops. We compress timeline without compressing quality.

We price on outcomes — launches, conversion lifts, accuracy targets. If we miss, we keep working until we hit. No chair-time billing.

HIPAA, SOC 2, GDPR, BIPA, CCPA, PCI-DSS-aligned engineering practices and documentation — ready for auditor review on day one.

Senior teams that have shipped at scale don't need 6-week discovery loops. We compress timeline without compressing quality.

We price on outcomes — launches, conversion lifts, accuracy targets. If we miss, we keep working until we hit. No chair-time billing.
Ready to consolidate vendors and ship faster?
A unified methodology applied across web, mobile, AI, ecommerce, and ML engagements alike.
Want to see how this maps to your specific project?
End-to-end expertise across every major AI framework and platform






























End - to -End experties across every major AI framework and platform






























Domain expertise across the categories where digital ships compound revenue and competitive moat.

Payments, KYC, regulatory tech

HIPAA, telehealth, clinical SaaS

DTC, B2B, marketplace, headless

LMS, course platforms, proctoring

IoT, predictive maintenance, MES

Routing, fleet, warehouse, B2B

Document AI, contract analysis

Streaming, content AI, audience
We understand your vertical. Let's build something category-leading.
An honest look at your software-engineering partnership options.
| Capability | Single-Specialty Shop | Big-4 Consultancy | Offshore Body Shop | Stallyons Technologies |
|---|---|---|---|---|
| Service Breadth (29+ Disciplines) | ✕ One Niche | Slow + Layered | Junior Generalists | Senior + Wide |
| Senior Engineer Ratio | Mixed | ✕ Mostly Junior | ✕ Junior-Heavy | Senior-Heavy |
| Cross-Discipline Insight | ✕ Siloed | Bureaucratic | ✕ Fragmented | Native |
| Time-to-Launch | Depends | ✕ 12-24 Months | Drift-Prone | 2-3x Faster |
| HIPAA / SOC 2 / GDPR Compliance | Sometimes | ✕ Risky | Out of Box | |
| Outcome-Pricing Model | ✕ Hours | ✕ Hours / SoW | ✕ Hours / FTE | Outcome-Based |
| Post-Launch Partnership | Project End | Premium Retainer | FTE Lease | Long-Term |
| Repeat Client Rate | 30-50% | 40-60% | FTE Lock-In | 81% |
See the Stallyons difference for yourself
Here's everything included when you partner with Stallyons:

Every engagement includes all 8 components above. Mix and match service lines from any of our 29+ categories — one contract, one quality bar.
🔒 No obligation. We'll deliver a detailed proposal within 48 hours.
We stand behind every engagement with commitments that protect your investment
Build with zero risk — backed by our Triple Stallyons Guarantee
500+
Projects Delivered
29+
Service Categories
81%
Repeat Client Rate
4.9 ★
Client Rating
"We came to Stallyons after burning two years and four vendors on a multi-platform launch that kept slipping. They scoped it end-to-end — web app, iOS, Android, an AI summarization layer, and a Shopify integration — and shipped it in 22 weeks. One team, one budget, one quality bar. We've handed them three more engagements since."
Mark Sawyer
CEO/Founder
PlatinumLED
"Stallyons rebuilt our customer-facing portal, integrated three legacy systems, shipped an AI document analysis pipeline, and brought our compliance posture to SOC 2 — all under one engagement. The senior engineers on the team have shipped at companies five times our size. It's the best vendor decision we've made in a decade."
Mark Sawyer
CEO/Founder
PlatinumLED
Each service category is led by a senior specialist team — not a generalist who claims to do everything. Our web engineers don’t ship your iOS app; our iOS engineers do. Our AI team doesn’t theme your Shopify store; our Shopify team does. What’s unified is process, project management, design system, and quality bar. What’s specialized is the engineering inside each discipline.
Costs vary based on scope, service-line mix, timeline, and compliance posture. A focused 90-day MVP sprint is a very different investment than a multi-year platform engagement spanning web, mobile, AI, and ecommerce. We price on outcomes — launches, conversion lifts, accuracy targets — not on chair-time. You’ll get a detailed, transparent proposal after a free strategy session.
Absolutely. Many engagements start as single-discipline projects — a Shopify replatform, an MVP build, an AI integration, a Chrome extension — and grow into multi-discipline partnerships as we earn the trust. There’s no minimum scope or “must-buy-everything” requirement.
For new engagements, we typically kick off within 2-4 weeks of contract sign — depending on scope and team availability. We cap our active client count to maintain senior-engineer-to-project ratios, so availability is real but limited. Strategy sessions can usually be scheduled within the same week.
Still have questions? Let's talk.
Get a FREE 45-minute strategy session. Bring the problem, walk away with a path — no slides, no pitch, just senior engineering advice.
Why 87% of ML Projects Never Ship to Production — And the MLOps Stack That Actually Fixes It