Industrial-grade RAG · Now in public beta

Tame the data wilderness. Unleash Beast-Mode RAG.

BeastRAG is the monster-class retrieval engine and autonomous agent platform built for massive, messy enterprise data. Millisecond precision over millions of documents — no hallucinations, no context bloat.

docker run beastrag
<40ms
p99 retrieval latency
2M+
tokens / sec ingest
31%
lower LLM spend
99.2%
answer accuracy
A predator's head formed from a glowing neon network of data particles
beast-cluster onlineretrieval graph · live

Trusted by data-heavy teams shipping in production

NEXUSVoltCoreDatastrandHyperionOrbitalKettle AI

The data wilderness is brutal

Ordinary RAG collapses under real enterprise data

Complex PDFs, sprawling tables and million-token corpora break naive pipelines. BeastRAG was engineered for the chaos.

Vanilla RAG

  • Chokes on scanned PDFs, financial tables & cross-page context
  • Hallucinates once documents exceed the context window
  • Pays for bloated, redundant context on every single call
  • Single-shot Q&A with no planning or tool use

BeastRAG

  • Multimodal Beast-Parser adapts to any layout, scan, or table
  • Hybrid retrieval + reranking keeps recall high at any scale
  • SlimContext™ trims tokens 30%+ while preserving accuracy
  • Multi-agent workflows plan, retrieve & act autonomously

Inside the machine

Four engines. One monster of a pipeline.

Every stage is modular and independently scalable, from raw bytes to grounded answers.

01 / Ingestion

Beast-Parser

Adaptive multimodal parsing for scanned docs, dense financial tables and ultra-long files — layout-aware down to the cell.

02 / Indexing

Vector Core

Hybrid dense + sparse indexing with billion-scale ANN search and live, incremental upserts. Bring your own embeddings.

03 / Precision

Rerank Engine

Cross-encoder reranking with SlimContext™ token compression so only the highest-signal context ever reaches your model.

04 / Reasoning

Agentic Layer

Multi-agent orchestration that plans, retrieves and calls tools — running autonomous workflows on cloud or on-prem.

Live performance simulator

Crank the load. Watch SlimContext™ work.

Drag the dials to model your workload and see how BeastRAG holds latency, cost and throughput while vanilla RAG buckles.

Workload

500
250.0k docs

SlimContext savings

31%

lower spend at this workload

p99 latency
Vanilla1,035ms
BeastRAG89ms

Lower is better

Cost / 1k queries
Vanilla$9.70
BeastRAG$6.69

Lower is better

Throughput
Vanilla81 q/s
BeastRAG4,013 q/s

Higher is better

Context window per call6.7k tok vs 9.7k tok
Vanilla
9.7k
BeastRAG
6.7k

// BeastRAG keeps 9% of vanilla latency — the rest is wilderness it refused to carry

Built for builders

Zero-friction integration. Yours in three lines.

First-class SDKs for Python, JavaScript and .NET, an interactive API reference, and a self-hostable community edition you can spin up with one Docker command.

  • Typed SDKsPython · JavaScript · C# (.NET) with full autocomplete.
  • Open community editionSelf-host on your own GPUs, no vendor lock-in.
  • Interactive docsRun live API calls straight from the reference.
beastrag-quickstart
from beastrag import Beast

beast = Beast(api_key="bk_live_...")

# Ingest the wilderness
beast.ingest(paths=["./reports/*.pdf"])

# Beast-mode query with SlimContext
answer = beast.query(
    "Summarize FY25 revenue risk",
    mode="agentic",
    slim_context=True,
)
print(answer.text, answer.sources)

Pricing

Start small. Scale to beast mode.

Transparent, usage-based pricing. No seats, no surprises.

Hacker

For developers, hackathons and weekend prototypes.

$0/forever
  • 10k queries / month
  • Up to 50k documents
  • Beast-Parser (standard)
  • Community SDK & Docker image
  • Community support
Most popular

Pro

For growing teams shipping RAG to real users.

$0.40/1k queries
  • Pay-as-you-go, no minimums
  • Custom vector stores & embeddings
  • Advanced reranking + SlimContext™
  • Agentic multi-agent workflows
  • Priority email & Slack support

Beast Mode

For enterprises with private, high-concurrency workloads.

Custom
Talk to sales
  • Dedicated isolated clusters
  • On-prem / VPC private deployment
  • Millions of concurrent queries
  • SOC 2, SSO & audit logging
  • 24/7 SLA + solutions engineer

From the wild

Teams that stopped fighting their data

"We pointed BeastRAG at 4M scanned filings and it just devoured them. Latency stayed flat while our old stack timed out."
PPriya RamanHead of ML, Hyperion Capital
"SlimContext cut our LLM bill by a third in the first week. It paid for itself before the trial ended."
MMarcus ColeStaff Engineer, VoltCore
"Won our hackathon track with the free tier. Docker up, three lines of Python, grounded answers. Unreal."
DDani OkaforIndie dev · BeastRAG OSS

Ready to go beast mode?

Spin up an index in minutes. Free to start, no credit card. Bring your messiest data and let the beast off the leash.

docker run beastrag