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KNOWLEDGE IS PRECIOUS.

TURN YOUR DOCUMENTS INTO CITED ANSWERS.

Call one managed API from an agent, or publish the same corpus as a private answer site. Voxell handles the retrieval pipeline and shows you where the corpus is weak.

ASK A DOCUMENT FREE

FREE TO START · NO CARD · PRODUCTION USE ALLOWED Requests pause at the limit. Nothing bills without you choosing it. What’s included →

answers // employee-policy SAMPLE CORPUS
COMPARE EMBEDDINGS · NO LOGIN

POST /v1/answers/employee-policy/query

$ “Can annual plans be refunded after renewal?”

200 retrieval.health=healthy score=0.91

“Yes. Annual plans may be refunded within 30 days of the renewal date.”

[1] refunds.md §4.2

ANSWER + RANKED EVIDENCE RETURNED

VQS CORPUS HEALTH 74 / 100 12 DOCS FLAGGED
FORGE EMBEDDINGS 87 MS P50 HOSTED REQUEST · METHOD INGOT-8B-R3 · MTEB ENG V2 75.98 #1 MEAN (TASK) AS OF JUL 2026 DATA RETENTION ZERO FORGE REQUEST TEXT NOT STORED DEPLOYMENT 3 WAYS HOSTED · VPC · ON-PREM

Numbers, with receipts: 87 ms is P50 end to end on owned NVIDIA DGX hardware, no shared queue. Ingot-8B-R3 scores 75.98 Mean (Task) on English MTEB v2, rank #1 as of July 2026, independently verified on the public MTEB leaderboard.

THE FAILURE STARTS UPSTREAM

BAD ANSWERS USUALLY START BEFORE THE LLM.

A better generator cannot recover the passage your retriever missed, a broken chunk, or two sources that disagree. Voxell makes that path visible and replaceable.

01 // RETRIEVAL

The wrong passage reaches the model.

Forge provides the embedding layer; Answers returns ranked evidence and a cited result.

02 // CORPUS

The source material is quietly weak.

VQS flags split damage, near duplicates, junk attractors, and contradictions before users do.

03 // PIPELINE

Your team owns eight pieces of glue.

Chunking, indexing, hybrid weights, reranking, context assembly, citations, and evals become one call.

ONE PLATFORM // THREE DISTINCT JOBS

START WITH WHAT YOU ALREADY HAVE.

01

YOU HAVE A RAG STACK

FORGE EMBEDDINGS

Swap the OpenAI base URL. Keep your vector database, orchestration, and generator.

  • OpenAI-compatible endpoint
  • Turbo, Pro, and Ultra tiers
  • Hosted request text not retained
COMPARE EMBEDDINGS
02

YOU HAVE DOCUMENTS

ANSWERS API

Upload a document, ask a question, receive grounded JSON with the source passages attached.

  • Managed chunking and hybrid retrieval
  • Retrieval health on every response
  • Cited answer or raw vectors
ASK A DOCUMENT FREE
03

YOU HAVE AN AUDIENCE

SPACES

Publish a corpus as a private answer site with access controls and an answer budget.

  • Signed links and allowlists
  • Cited answers without a frontend
  • Per-visitor answer budget
CREATE A SPACE

THE PIPELINE TAX

AGENTS NEED ANSWERS. RAG STACKS RETURN CHUNKS.

Keep control when you need it. Delete the assembly line when you do not.

READ THE REAL API SHAPE
chunking_strategy.py embedding_bakeoff.md vector_db.tf hybrid_weights.yaml reranker.json context_assembly.py citation_extraction.py retrieval_eval/
POST /v1/answers/{corpus}/query
dash.voxell.ai // quality EXAMPLE READOUT
VQS CORPUS HEALTH 74/100

vendor-contracts
214 documents · 8,912 chunks

GEOMETRY78
WRITING83
AGREEMENT61
12 DOCUMENTS FLAGGED 4 NEAR-DUP CLUSTERS 2 CONTRADICTIONS

VECTOR QUALITY STANDARD // VQS

SEE THE WEAK SOURCES BEFORE THEY BECOME WRONG ANSWERS.

VQS scores the corpus itself before anyone asks a question. It shows whether the material is the bottleneck—or whether retrieval is.

  • Find incoherent chunks and split damage.
  • Remove near duplicates that compete in retrieval.
  • Trace contradictory passages back to their source.
SCORE A CORPUS FREE Relative signal, not a universal quality certification. Read about VQS →

ZERO TRUST PLATFORM ARCHITECTURE // STATED PRECISELY

YOUR DATA PATH SHOULD NOT REQUIRE INTERPRETATION.

Separate the stateless embedding path from products that persist a corpus. Scope authentication and retention claims to the deployment that provides them.

SURFACE DATA BOUNDARY DEPLOYMENT
FORGE Embedding request text is not retained after the response. Encrypted in transit with TLS 1.3 (AES-256-GCM). Hosted API · VPC · on-prem
ANSWERS + SPACES Stores the corpus you choose to ingest; delete or expiry ends access. Hosted · private links · controlled access
ENTERPRISE Mutual TLS with Ed25519 client certificates — no bearer tokens to leak, no shared secrets to rotate. Private networking, data residency, and audit controls by deployment. mTLS · private offer · contractual SLA

PROOF BEFORE PROCUREMENT

PUT ONE REAL CORPUS THROUGH IT.

Start self-serve, or send 10–50 failed queries and a sanitized corpus slice. Get retrieved passages and a fit / no-fit result—no intro call required.

START FREE RUN A PRIVATE EVALUATION NO CARD · NO SALES CALL · PRODUCTION USE ALLOWED