
Fine-Tuning AI Agents with Your Own Knowledge Base
Generic models can only take you so far. To truly align AI agents with your organization’s goals and tone, you need fine-tuning.
Why Off-the-Shelf Isn’t Enough
LLMs trained on the open internet know a little about everything - but nothing about your workflows, policies, or voice.
That’s where fine-tuning comes in:
- Ingest internal playbooks, guides, and support content
- Teach agents your terminology and preferred formats
- Align agent behavior with your values and decision criteria
What You Can Fine-Tune
With Elementive AI , you can customize agents using:
- Documentation and SOPs (PDFs, Notion, Confluence, etc.)
- Code repositories and changelogs (via GitHub, GitLab)
- Support transcripts and CRM exports
- Training manuals and onboarding decks
How Elementive AI Makes It Safe
We handle fine-tuning via a secure, managed pipeline:
- Data ingestion with cleaning and validation
- Instructional alignment via structured prompt/completion pairs
- Sandbox testing before production deployment
- Rollback and retraining safeguards
Your data never leaves your secured environment unless you choose cloud processing with encryption and access control.
Progressive Intelligence
Fine-tuning isn’t a one-off. As your business evolves, so can your agents:
- Add new examples over time
- Improve performance on specific tasks
- Capture institutional knowledge in a scalable way
This is how you build AI agents that behave like real teammates.
Want help customizing agents with your internal knowledge? Get in touch with our team.
Elementive AI
Apr 7, 2025