Polyvia-1.0 is live — view SDKs and Skills on GitHub

Multimodal
Document Intelligence

Multimodal document intelligence at scale (100K+ files) — for your AI agents

$npx skills add polyvia-ai/skills
Polyvia - Product Hunt

Capabilities of Polyvia

Organizing scattered multimodal and visual data into a unified knowledge graph queryable by AI agents.

Structured output

From visual documents
to structured facts

~80% of enterprise knowledge lives in visual form — charts, slides, financial reports, complex tables. Polyvia extracts the actual data, not just descriptions. "Revenue of Apple | Q4 2025 | $10.67B | bar chart | page 6" — not "this chart shows revenue."

MetricQ3 2024Growth
Revenue$45.2M+12%
Users1.2M+8%
Churn2.1%-0.5%
Net Retention118%+3%

Ontology Knowledge Graph

Facts connected,
not scattered

Every extracted fact linked by entity, time period, source, and metric type. Cross-reference EBITDA across 500 counterparty reports in sub-50ms. The graph compounds — every new document enriches the entire corpus.

Audit-ready answers

Every answer traced
back to source

Every response grounded in verifiable visual evidence — document, page, section, bounding box. Your agents produce answers teams can actually trust and audit.

Which segments show the fastest growth?
Cloud services led growth (+42%) driven by enterprise usage expansion.cite: 10-K p.42
Consumer subscriptions rose 18%, with Asia-Pacific up 31% year-over-year.cite: Deck p.7cite: 10-K p.58
Ask across files...

Read. See. Listen.

One pipeline for documents, slides, images, and audio — every answer cites the exact paragraph, the exact chart, the exact second.

ReadDocuments

Cited to the paragraph

Q4 revenue rose to $24.8B, up 14% year-over-year.

Cloud services led growth at +42%, driven by enterprise contract expansion across North America and APAC. Consumer hardware was flat.

Net retention reached 118%, the highest in eight quarters…

cite · 10-K · p.42 ¶3
SupportsPDFDOCXMDTXT
SeeSlides

Read the chart, not the caption

+42%cite · deck p.7 · chart 2
SupportsPPTXPDF
SeeImages

Bounding-box precision

cite · fig 4 · (140,16)→(230,104)
SupportsPNGJPGWEBP
ListenAudio

Cited to the second, not the recording

00:0002:1402:3105:00
cite · 02:14 → 02:31 · “…retention reached 118%”
SupportsWAVMP3M4A

Built for every document type

Polyvia reads the messy, visual, real-world formats most tools skip — and grounds every answer in them.

RevenueQ4 2025$24.8Bbar chart · p.6

Built for scale

From 5 files to
50,000 documents

Drag-and-drop into ChatGPT works for 5 files — not 5,000. When you don't know which documents contain the answer, you need an infrastructure layer that organizes data before it reaches your AI agent. That's Polyvia.

0
Documents indexed
0
Query latency
0
Facts per corpus
0
Extraction confidence

Three ways to use Polyvia

TRY IT NOW

$npx skills add polyvia-ai/skills
SDKs & MCPPython
# pip install polyvia
from polyvia import Polyvia

client = Polyvia(api_key=API_KEY)

# Batch ingest & wait for indexing
batch = client.ingest.batch(
  ["q4.pdf", "q3.pdf", "10k.pdf"],
  group_id="g_earnings",
)
for item in batch:
  client.ingest.wait(item.task_id)

# Query scoped to a group
answer = client.query(
  "Compare EBITDA across all filings",
  group_id="g_earnings",
).answer
Polyvia StudioWeb
Polyvia Studio — knowledge graph explorer

Explore the knowledge graph Polyvia builds across your corpus — entities, claims, and how every fact connects.

Works with your stack

AWSS3
GoogleGoogle
SnowflakeSnowflake
SharePoint
CRM
ERP
ClaudeClaude
CursorCursor
NotionNotion
Slack
Dropbox
OpenAIOpenAI

Simple plans, scale as you grow

Start free for 7 days, no card required. Upgrade when you’re ready.

Starter

$19/ mo

or $16 / mo billed annually−17%

  • 300 pages / month
  • 3 hours of audio
  • 300 chat queries
Choose Starter

Team

$25/ seat / mo

or $21 / seat / mo billed annually−17%

  • 1,000 pages per seat
  • 5 hours of audio per seat
  • 3-seat min, 5 organisations
Choose Team
🛡 Enterprise-Ready

Polyvia for
Enterprise

Same product, on your infrastructure. Private deployment with direct integrations and full data control.

Book a Demo
  • On-prem / VPC deployment
  • SOC2 compliant
  • Integrations: S3, Snowflake, SharePoint, CRM, ERP
  • BYOK — bring your own LLM
  • Zero-training policy

Start building with
Multimodal Document Intelligence

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