AI white papers: how on-premise AI is built, and what it costs
BiltIQ AI white papers explain how an on-premise AI system is built: where the model runs, how documents reach it, how agents are bounded and what each design choice costs. Six architecture papers are kept as of October 2026. Product facts and prices live on the product pages, which take precedence if a paper disagrees.
6 papers · every summary open in fullSix AI architecture papers
Multi-agent architecture for unstructured business data
Every layer of a business-data AI system answers a way business data breaks. What each one is for, what it costs, and what it still fails at.
The anatomy of an on-premise AI deployment
Where the model lives, how your documents reach it, and what breaks. The hard part is not the hardware — it is mirroring your permissions into the index.
Intelligence over your data, not over the internet
Why the constraint is structural, and what it means for architecture and cost.
Operational alpha: the advantage you own
The compounding advantage of an AI system that knows your organisation — and why it should accumulate on your side of the wire.
Frontier vs grounded: the wrong axis
For grounded work, what the system has read beats how large the model is. The honest version of "why not just use Claude or GPT?"
Three ways to deploy enterprise AI
Rent it, split it, or own it — the three deployment approaches compared, with every cost figure carrying its volume.
More papers on building your own SI are in review and appear here once they clear.
Frequently asked questions
What do BiltIQ's AI white papers cover?
BiltIQ's six white papers cover how an SI system you own is built: multi-agent architecture for business data, the anatomy of an on-premise deployment, why grounded answers beat model size, the advantage of an SI that learns your organisation, and three ways to deploy enterprise AI. Product facts and prices on the product pages take precedence if a paper disagrees.
Are BiltIQ's AI white papers free to read?
Yes. Every white paper summary on BiltIQ's site is open to read in full, with no form to fill in. Where a longer paper sits behind the summary, it can be read or downloaded from the same page. New papers on owning your SI appear on the hub once they have been reviewed against BiltIQ's published product facts.
Do the white papers describe BiltIQ products and prices?
Only in passing. The white papers explain the architecture and trade-offs of an SI you own, not offers. BiltIQ's product facts and current prices live on the pricing page and each product page, and those pages take precedence if a paper disagrees. For example, the site licence is ₹50–90 L one-time plus a managed service of ₹16–18 L a year, ex-GST.