AI That Pays for Itself, Not Just Demos Well
LLM integration, workflow automation, and machine learning pipelines wired into your real operations — scoped around measurable outcomes and delivered with the guardrails production AI demands.
From AI Ambition to Working Automation
Most AI projects die between the demo and the deployment. Gleyon starts from the other end: we find the workflow burning the most hours, automate it with the right mix of LLMs, rules, and humans-in-the-loop, and measure the result in hours saved and tickets closed.
Everything ships with production guardrails — evaluation suites, cost monitoring, fallbacks, and audit logs — running on infrastructure we host and watch 24/7. One of our LLM-powered portals cut a client's support tickets by 52%.
- LLM integration (Claude, GPT, open-source) grounded in your own data
- Customer-facing AI assistants with human escalation that actually escalates
- Workflow automation across CRMs, ERPs, email, and internal tools
- RAG pipelines and semantic search over your documents and knowledge base
- Evaluation suites, cost controls, and audit logs on every AI feature
- Hosted and monitored on Gleyon infrastructure — no black boxes
Built for Teams Where Hours, Not Hype, Are the Metric
Data entry, invoice processing, and copy-paste between systems eat your week — every step is automatable.
Ticket volume is growing faster than headcount — you need AI triage and drafting without losing answer quality.
Semantic search, chat, or summarization is on the roadmap — you need it shipped, evaluated, and cost-controlled.
The board wants an AI story with numbers behind it — without hiring a research lab to get there.
Production AI, End to End
AI Assistants & Chatbots
Support and sales assistants grounded in your real knowledge base, with confidence thresholds and human handoff.
Workflow Automation
Document processing, data entry, approvals, and reporting automated across the tools you already run.
RAG & Semantic Search
Vector search and retrieval pipelines that make years of documents answerable in seconds.
ML Pipelines
Forecasting, classification, and recommendation models — trained, deployed, and retrained on schedule.
AI Guardrails & Evaluation
Eval suites, prompt regression testing, content filters, and cost ceilings before anything faces a customer.
LLM API Integration
Claude, GPT, and open-source models integrated with caching, fallbacks, and per-feature cost tracking.
A Process You Can Set Your Watch To
Four stages, weekly demos, zero surprises. You always know what shipped, what's next, and what it costs.
Identify
We map your workflows and rank automation candidates by hours burned, error cost, and feasibility — no science projects.
Pilot
A scoped pilot on real data in 2–4 weeks, with success metrics agreed before we start, not after.
Productionize
Guardrails, evaluations, monitoring, and fallbacks added; the pilot becomes a hardened service on Gleyon infrastructure.
Measure & Expand
Monthly reports in hours saved and error rates — and a ranked backlog of the next workflows worth automating.
Three Ways to Work With Us
Find the Real Wins
Two weeks to map your workflows, rank AI use cases by ROI, and leave with a build-ready plan. Scoped proposal in 48 hours.
- Use-case audit with every candidate ROI-ranked
- Data readiness and integration assessment
- Model/vendor-agnostic architecture recommendations
- Cost and risk profile for each shortlisted use case
- Build-ready roadmap you can execute with anyone
From Pilot to Production
A senior AI engineering squad that takes one high-ROI use case from proof-of-concept to hardened production system.
- Working proof-of-concept on your real data in 3 weeks
- Evaluation suites passed before anything goes live
- Guardrails and human-review flows built in by design
- Cost ceilings, caching, and fallbacks on every LLM call
- Success metrics agreed up front — proposal in 48 hours
Keep It Compounding
Ongoing monitoring, iteration, and a ranked backlog of the next workflows worth automating — month after month.
- Monitoring, drift alerts, and monthly eval reruns
- Prompt and model upgrades as the landscape moves
- Monthly reporting in hours saved and error rates
- Ranked backlog of the next automation candidates
- Cancel anytime with 30 days' notice
The Difference, Line by Line
| What matters | With Gleyon | Typical vendor |
|---|---|---|
| Starting point | ROI-ranked use cases from your workflows | Demo-driven hype and a slideware roadmap |
| Accuracy | Measured with evaluation suites on your data | "Looks right" — vibes, not measurements |
| Safety | Guardrails and human-in-the-loop by design | Bolted on after the first incident |
| Lock-in | Model-agnostic architecture — swap vendors freely | A single-vendor bet you can't unwind |
| Data | Your data stays in your infrastructure | Shipped to who-knows-where for "training" |
| After launch | Monitoring, drift detection, and retraining | An abandoned pilot and an invoice |
Gleyon automated our invoice processing pipeline and freed a five-person team from a week of manual entry every month. The system paid for itself inside a quarter — and the audit trail is better than the one we had with humans.
AI Systems Already Earning Their Keep
Clytrix
High-performance cPanel + LiteSpeed hosting platform with Imunify360 security and a global edge network.
Muscle Matrix
Strength-studio training and membership platform running on Cloudflare Workers at the edge.
TrendTig
Divine Bootleg streetwear storefront — heavyweight oversized tees in small numbered runs.
AI & Automation Questions, Answered
Will AI answers be accurate enough for our customers?
Is our company data safe when used with LLMs?
How do we know the automation is actually saving money?
Do we need our own data science team to use AI?
Which AI models and vendors do you work with?
Round Out the Build
Put your AI features in users' hands with native and cross-platform apps built by the same senior team.
Explore Cloud & DevOpsScalable, cost-controlled infrastructure so your AI workloads stay fast and affordable as usage grows.
Explore Digital MarketingTurn automation-won capacity into growth with SEO, content, and campaigns measured the same way — in results.
ExploreAutomate the Work That Shouldn't Need Humans.
Tell us where the hours go. We'll identify your highest-return automation, scope a pilot, and put a fixed price on it within 48 hours.