Kryon Knowledge Works
Artificial Intelligence

AI Software Development

Practical AI that ships to production — not just demos.

Overview

Why teams choose Kryon for AI Software Development

We build production-grade AI systems with the right mix of LLMs, classical ML, and deterministic code. Custom-trained models, RAG pipelines and tool-using agents — all wrapped in software you can monitor, govern and trust.

What We Do

Core capabilities

Custom Models

Fine-tune, distill or train from scratch when off-the-shelf isn't enough.

RAG Pipelines

Vector + hybrid search over your knowledge base with quality evals.

LLM Integration

OpenAI, Anthropic, Gemini, Mistral or open-weight — chosen per use case.

Guardrails

PII redaction, jailbreak detection, output validation and policy controls.

Evals & Monitoring

Continuous regression suites, drift detection and prompt versioning.

Human-in-the-Loop

Review queues, feedback capture and continuous improvement loops.

Outcomes

What you can expect

60%
Manual work eliminated
Days
To production
Tested
With real evals
Audited
Outputs

How we work

Our delivery process

1

Define

Use case, success metric, risk profile.

2

Prototype

RAG / agent prototype with sample data.

3

Harden

Evals, guardrails, observability.

4

Operate

Continuous monitoring and model refresh.

Tech Stack

Tools & technologies we use

Modern, battle-tested choices — picked per workload, not per resume. We integrate with whatever you already run.

OpenAI Anthropic Claude LangChain LlamaIndex Pinecone Weaviate PyTorch TensorFlow Hugging Face Whisper ElevenLabs Twilio

Industries We Serve

Domain expertise that travels

Two decades of shipping software across heavily regulated, data-rich and operationally complex industries.

Scholarly Publishing
STM Journal Platforms
AI-Driven Content Operations
Accessibility & Digital Publishing
SaaS & Product Engineering
Enterprise Workflow Systems
Healthcare & Life Sciences
Banking & Fintech
Retail & E-Commerce
Manufacturing & IoT
Education & EdTech
Logistics & Supply Chain
Media & Digital Publishing
SaaS Startups & Scaleups

FAQs

Frequently asked questions

Do you use our data to train shared models?

Never. Your data is yours, and we deploy in private tenants when required.

How do you handle data security and IP protection?

Every engagement starts with an NDA. We follow ISO 27001 controls — locked-down workstations, VPN-only access, encrypted backups, and least-privilege repository access. All IP, source code and design files transfer to you on delivery.

What does pricing look like?

We offer fixed-price for well-defined scope, time-and-materials for evolving work, and dedicated-team retainers for long-term partnerships. Most clients start with a fixed-price discovery and convert to a retainer after the first release.

Do you offer a trial or paid pilot?

Yes — for new partnerships we run a 2-week paid pilot with a clear deliverable. If you're not satisfied, we part ways with no further commitment.

How do you communicate during the project?

Daily async updates, twice-weekly standups, weekly demos, and a dedicated Slack channel. You'll always know what's shipping next, what's blocked, and where the team needs your input.

Ready to get started with AI Software Development?

Tell us about your project. You'll hear back from a senior architect within one business day.