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Multimodal Document
Intelligence over 100K+ files

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GitHubDocumentation

Polyvia API

Multimodal Document Retrieval API
— for Developers of AI Agents

Python$pip install polyvia
Typescript$npm install polyvia
Agent Skills$npx skills add polyvia-ai/skills
# pip install polyvia
from polyvia import Polyvia

client = Polyvia(api_key=API_KEY)

# Ingest & query scoped to a group
client.ingest.batch(["q4.pdf", "10k.pdf"], group="Q4 Earnings")
answer = client.query(
  "Compare EBITDA across all filings",
  group="Q4 Earnings",
).answer
Python SDK →TypeScript SDK →MCP →Agent Skills →
Try API

Polyvia Platform

Research and Automation Agent over 100K+ multimodal docs
— for Knowledge Workers in Enterprises

Interactive Exploration of Multimodal Knowledge Ontology
Platform Docs →
Try Platform
EXTRACTED FACTS147 facts

Data-Room Due Diligence

Surface every revenue, churn, and customer-concentration fact across a target's decks and statements.

AAPLMSFTGOOGMETAAMZNNVDA+42%Gross margin · FY25

Cross-Filing KPI Comparison

Compare a single metric across 500+ counterparty filings in seconds.

Acme CorpDSCR 1.42 · OKGlobex IncDSCR 1.08 · WatchInitech LtdDSCR 0.91 · BreachSoylent CoDSCR 1.71 · OK

Counterparty Credit Monitoring

Flag covenant breaches and exposure shifts across 100+ borrower reports automatically.

damage: hailseverity: highauto-routed

Image-Based Claim Processing

Extract damage type, severity, and location from claim photos; auto-route to adjusters.

What Polyvia Can Do

Production-ready from day one

Audit-ready answers

Every answer traced back to source

Which segments show the fastest growth?
Cloud services led growth (+42%).cite: 10-K p.42
10-K · p.42 ¶399.8%

Cloud services led growth at +42%, driven by enterprise contract expansion.

99.8% citation coverage

Built for scale

From 5 files to 1M+ documents

Throughput · last 24h42K / hr
0
Documents indexed
sub-200ms
Query latency
0
Facts per corpus
0
Extraction confidence

Integrations

Works with your stack

AWSAWS S3
SnowflakeSnowflake
GoogleGoogle Drive
SharePoint
CRM
ERP
NotionNotion
Dropbox
Slack
CursorCursor
ClaudeClaude
OpenAICodex

Multimodal Ingest

Every unstructured, visual and multimodal input

Visual Document Intelligence
+42%

Charts

MetricQ4Growth

Complex tables

Infographics

Slides & reports

INVOICE$12,847Sig.

Scans, Invoices & Handwriting

Pictures

Standard

Text

Multimodal Document Intelligence
02:14 → 02:31

Audio & Transcripts

Video

Coming soon
C₈H₈O₂

Molecular & Chemical

Coming soon
120mm⌀22

CAD & Drawings

Coming soon

Geospatial & Heatmaps

Coming soon
ReadDocuments

Cited to the paragraph

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

Cloud services led growth at +42% Consumer hardware was flat.

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

cite · 10-K · p.42
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

End-to-End Pipeline for Visual Document Intelligence

Polyvia Engine

01

Polyvia-VLM-E1 Extractor

Quarterly RevenueEXTRACTED · JSONperiod: Q4 2025revenue: $24.8Bgrowth: +42%source: deck p.7chart: barconfidence 99.8%

SOTA visual document extractor and parser. Fine-tuned VLM-OCR pipeline for the hardest visual and multimodal inputs. Extracts actual data points — not 300-token descriptions.

VLMOCRfine-tuned
02

Multimodal Context Ontology

Knowledge graph for large-scale visual file search. Disambiguates extracted facts into unique entities; connects them across the corpus. Single source of truth, cross-document reasoning across 100K+ files.

graphentity-linking100K+ files
03

Retrieval Agent with Memory

Which segments show fastest growth across all filings?DECOMPOSEDrevenue · Q4segments · YoYgrowth · citeLLM-as-Judge · rerankCloud +42% (10-K p.42)cite · cite · cite ✓218ms

Query decomposition + iterative retrieval + LLM-As-A-Judge. Sub-200ms graph search across 100K+ documents. Every answer grounded in visual citations. Learns which retrievals lead to successful generations.

sub-200mscitedself-improving

Pricing

Plans that scale with you

Start free for 7 days, no card required. Upgrade when you’re ready and only pay for what you use.

Free trial

7 days, no card required

$0for 7 days

 

 

  • 100 pages processed
  • 30 minutes of audio
  • 100 chat queries
  • 10 documents stored
  • 1 seat, 1 organisation
Start free trial

Starter

Solo developers and prosumers

$19/ mo

 

 

  • 300 pages / month
  • 3 hours of audio / month
  • 300 chat queries / month
  • 50 documents stored
  • 1 seat, 1 organisation
  • API access
Choose Starter
Most popular

Pro

Power users

$49/ mo

 

 

  • 1,500 pages / month
  • 15 hours of audio / month
  • 750 chat queries / month
  • 500 documents stored
  • 3 seats, 3 organisations
  • API access
Choose Pro

Team

Shared workspaces for teams

$25/ seat / mo

 

From $75 / mo · 3-seat min

  • 1,000 pages per seat
  • 5 hours of audio per seat
  • 800 chat queries per seat
  • Unlimited documents
  • 5 organisations, 3-seat min
  • API + priority support
Choose Team

All prices in USD, exclusive of tax. Tax calculated at checkout based on your billing address.

🛡 Enterprise-Ready

Polyvia for
Enterprise

Same product, on your infrastructure - private deployment with direct integrations. Data never leaves your system.

Contact Sales
  • ✓ On-prem / VPC deployment
  • ✓ Custom usage caps
  • ✓ SSO + audit logs
  • ✓ Volume discounts
  • ✓ Dedicated support + SLA
  • ✓ BYOK — bring your own LLM

FAQ

Frequently asked questions

Start building with Polyvia

Get Started for FreeContact Sales