Enterprise RAG Tiers

Turn Private Data into aTrusted Research Engine

A clear path from first-class hybrid search to agentic deep research—private, secure, and tuned to your domain.

See the Enterprise RAG overview
Why a tiered path

Why A Tiered Build Path?

Match investment to impact, build on a solid foundation, and choose your starting point based on your current capabilities.

Match Investment To Impact

Start where ROI is fastest; scale with results.

No Throwaways

Every project ships with the same production foundation you'll keep.

Flexible Entry

Already have RAG in place? Begin at tier 2, 3, or 4.
The four tiers

The Four Tiers

Choose your starting point. All tiers include the foundational core. Tier 3 and 4 assume the enterprise security/connectivity baseline; if you don't have it, we bundle the essentials.

T1

Foundational (Core For All Tiers)

Flagship outcome: A unified, governed knowledge base with cited, trustworthy answers from day one.

Private deployment in your environment. First-class hybrid search (keyword + semantic) with citations. Baseline metrics to prove ROI. Choose one to start: Multilingual (EN + 1) or Multimodal (Text & Images). Best for: Organizations that want a fast, reliable win and a foundation to grow on.

T2

Enterprise-Grade

Flagship outcome: Total knowledge access across teams, formats, and languages—with enterprise controls.

Everything in foundational. Expanded languages and full multimodal (docs, slides, images, audio, video). Secure, role-based access. Connectors for Google Drive, Confluence, Jira, and more. Best for: Organizations rolling out AI beyond a single department with security and scale.

T3

Domain-Optimized

Flagship outcome: Answers with the nuance and accuracy of your own experts.

Foundational (enterprise baseline included as needed). Targeted domain fine-tuning of one ML model—embedding, reranker, or LLM using lightweight adapters, for measurable lift. Domain-specific benchmarks and evaluation. Optional knowledge graph assisted retrieval. Best for: High-stakes domains (pharma, legal, engineering) where precision is non-negotiable.

T4

Deep Research & Synthesis (Agentic RAG)

Flagship outcome: Answers to your hardest questions—planned, verified, synthesized, and cited.

Foundational (enterprise baseline included as needed). Agentic workflows that plan, retrieve, verify, and synthesize across sources. Multilingual, multimodal deep research at scale. Custom post-training (RL tuning) of LLMs for your domain and use-case, aligning behavior to your experts methods for maximum accuracy. Best for: Leaders seeking a durable strategic advantage by automating complex, multi-step research and discovery.

How we help you choose

How We Help You Choose

We guide you through a structured process to identify the right starting point and ensure success.

Discovery (30–45 min)

Your use-cases, data, security requirements, and current capabilities.

Readiness Snapshot

Where you are vs. what each tier delivers—clear gap analysis.

Right-Sized Proposal

Scope, timeline, and success metrics—plus the path to the next tier.
Your partner in production AI

Your Partner In Production AI

We bring proven expertise and a systematic approach to building production-ready AI systems.

Retrieval-First Expertise

We build on Vespa.ai for unmatched scalability and search quality — the core of a high-performance RAG system.

Absolute Data Control

Your data stays in your environment with full sovereignty and control.

Measured Outcomes

We prove value with metrics you care about and continuous evaluation.

Scalable Long-Term Value

Each tier builds forward, avoiding waste while compounding capabilities.
Start here

Ready To Build Your Strategic Advantage?

Let's discuss your specific needs and find the right starting point for your organization.

See the Enterprise RAG overview

Disclaimer: This solution is inspired by industry-leading RAG technology, like Perplexity, ChatGPT with Web Search, or Deep Search capabilities, but is not affiliated with any of these companies.