Technology
AI that does work in your systems — not a demo in a chat window.
We integrate language models, automation, and knowledge retrieval into real workflows, with the controls a business actually needs.
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Most AI pilots never leave the slide deck.
Generic chatbots do not know your data, cannot take action in your tools, and create risk if no one is accountable for the output.
Automate a specific job, then expand.
We pick a workflow with a clear cost, connect the right APIs, add retrieval where the model must be grounded, and keep a person in the loop where it matters.
Capabilities
- LLM API integration
- AI agents for defined tasks
- RAG and internal knowledge systems
- Document ingestion and chunking
- Tool calling into existing APIs
- Queue and workflow automation
- Evaluation, logging, and fallbacks
- Privacy-aware architecture
Process
01
Select
One workflow with a measurable cost of doing it by hand.
02
Ground
Data sources, permissions, and what the model is allowed to do.
03
Integrate
APIs, agents, and the UI or alerts your team will actually use.
04
Operate
Logging, evaluation, and a path to the next workflow.
Technology
- LLM APIs
- AI Automation
- AI Agents
- RAG / Knowledge Systems
- Node.js
- APIs
Deliverables
- Working automation or assistant in your stack
- Documented prompts, tools, and data sources
- Logging and basic evaluation
- Runbook for failures and human handoff
Questions
Do you train custom models?+–
Most work is integration: proven LLM APIs, retrieval over your data, and automation. Custom training is only in scope if the problem actually requires it.
Will this replace people?+–
The goal is to remove repetitive work, not to pretend a model can own the whole job. We design for review and fallbacks.
Is our data sent to a public model?+–
We agree the providers, retention, and what leaves your environment before we build. That decision is part of the design, not an afterthought.
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Talk to BytePresence about ai & automation.
Share the product, the constraint, and what you want to change. We will tell you if we are the right fit.
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