Knowledge & RAG
DeepFryr
Private RAG with citations and provenance.
Automated deployment — includes vector store provisioning
Overview
What it is.
The trusted-knowledge engine from the QIOI ecosystem. DeepFryr ingests difficult source material — manuals, regulations, permits, internal documents — and answers with citations, confidence levels, and source provenance. Deployed and operated by QIOI.
Best for
- Technical documentation teams
- Regulated industries
- Internal knowledge assistants
Scope
Exactly where QIOI's responsibility ends.
A managed service is only trustworthy when its boundaries are explicit. This is the boundary.
What QIOI manages
- Dedicated server resources on a tested plan
- Automated application deployment from a pinned template
- SSL certificate and qioi.app subdomain
- Health monitoring with automatic restarts
- Scheduled encrypted backups
- Managed upgrade path with rollback support
- QIOI dashboard: logs, metrics, backups, domains
- Vector storage (Qdrant) provisioned and managed
- Source-backed answers with citation tracking
- Confidence scoring and conflict detection
Not included
- —Third-party model API usage (billed by your model provider)
- —Custom application or workflow development
- —Data preparation beyond package limits
- —Unlimited technical consulting
- —Document cleanup or manual ingestion beyond package limits
Resource plans
Recommended capacity.
DeepFryr requires at least 8 GB of RAM. Plans include hosting and management in one line item.
Plan M
$69/mo
- vCPU
- 4
- RAM
- 8 GB
- Storage
- 160 GB
- Transfer
- 8 TB
- Backups
- 80 GB
Active business use, small teams
Plan L
$119/mo
- vCPU
- 8
- RAM
- 16 GB
- Storage
- 320 GB
- Transfer
- 12 TB
- Backups
- 160 GB
Heavier workloads, multiple services
Plan XL
$219/mo
- vCPU
- 16
- RAM
- 32 GB
- Storage
- 640 GB
- Transfer
- 20 TB
- Backups
- 320 GB
Agencies and production RAG pipelines
Deployment configuration
What a deployment includes.
The deploy flow confirms these options before provisioning. Nothing is hidden behind defaults.
- Plan
- Recommended: M / L / XL
- Region
- ca-central, us-east
- Domain
- qioi.app subdomain + custom domain
- Backup frequency
- Daily
- Update channels
- stable
- Model provider
- External model API usage is billed by your provider, not QIOI
Preview
How a DeepFryr deployment is structured.
Conceptual preview — real interface screenshots ship with the product
Your users
Browser / API clients
Managed DeepFryr
Monitored · backed up · updated
QIOI operations
Health checks · rollback · alerts
FAQ
DeepFryr questions.
How are answers sourced?+
Every answer links back to the ingested source documents with version tracking. Low-confidence answers are flagged for human review rather than presented as fact.
What formats can DeepFryr ingest?+
PDFs, Office documents, HTML, plain text, and structured data. Large or unusual corpora can be scoped as an onboarding service.