Inference Explorer
Realtime research for presenters

Structure claims. Gather evidence. Present with confidence.

Inference Explorer listens to a live discussion, turns speech into revisioned claims, gathers provenance-aware evidence, and helps you publish a clean audience view—without treating AI output as unverified truth.

Inference Explorer control room showing published claims with Supported and No Evidence Found assessments

What it is

A research control room—not a chat window

The source of truth is a structured, revisioned claim-and-evidence graph. Models emit typed domain commands; they never generate arbitrary executable UI at runtime.

  • Listen live

    Explicit microphone control, partial transcript deltas, and durable finalized segments.

  • Inspect evidence

    Supporting, qualifying, challenging, or absent—never confuse silence with falsehood.

  • Publish carefully

    Compose cards in the control room, then project a recording-friendly presentation route.

Knowledge graph view showing claim, evidence, and source nodes connected by relationships

How it works

Four steps from speech to slide

Built for a single presenter operating one session—with a clear path to richer collaboration later.

  1. 01

    Listen

    Capture live transcription with explicit start/stop control. Partial text appears quickly; finalized segments drive analysis.

  2. 02

    Structure

    Convert speech into revisioned claims, topics, and entities—typed domain objects, not freeform chat blobs.

  3. 03

    Research

    Run seeded and public research in parallel. Classify evidence as supporting, qualifying, challenging, or absent.

  4. 04

    Present

    Compose cards in the control room, then publish a clean audience view suitable for recording.

Features

Capability highlights

Concise building blocks for live inference, research, and presentation.

Live inference

Turn finalized transcript segments into structured topics, claims, and research commands as the conversation unfolds.

Multi-model AI

Route listening, planning, and research through provider interfaces so models can specialize by task.

Evidence gathering

Retrieve passages—not just summaries—from seeded documents and the public web, with clear stance labels.

Research routing

Generate support- and challenge-oriented queries, then send work to the right source families.

Government archives

Reach declassified FOI and diplomatic records through specialized archive providers when relevant.

Academic sources

Connect scholarly indexes and library catalogs so claims can be grounded in peer-reviewed material.

Research

Research capabilities

Seeded corpora, public web, and specialized providers—routed by claim, not by guesswork.

Seeded corpora

Search uploaded Markdown and PDF material with hybrid full-text and vector retrieval.

Public web

Plan queries that seek both support and challenge, then extract citable passages.

Specialized providers

Route to archives, scholarly indexes, and ancient-text corpora when the claim warrants it.

AI providers

Provider interfaces first

OpenAI is the first implementation for listening and research planning. The architecture stays behind interfaces so models can change without rewriting the product.

  • OpenAI
  • Provider interfaces
  • Transcription APIs
  • Embedding models

Task-appropriate models

Transcription, claim structuring, embeddings, and research planning can use different providers. Secrets stay on the server.

Typed outputs only

Models produce validated domain commands and component specifications—not executable HTML, templates, or SQL.

Evidence & citations

Provenance from card to source

Every factual item should remain inspectable. Citation metadata travels with the evidence.

Evidence passages keep source URL, title, publisher or author when available, retrieval time, and content type. Stance labels help you see support and challenge side by side.

  • SupportingPassages that corroborate the claim
  • QualifyingNuance that narrows or conditions the claim
  • ChallengingMaterial that conflicts or complicates
Evidence explorer showing retrieved passages with source attribution and stance labels

Live inference

Keep pace with the conversation

As claims revise, obsolete research is superseded so stale results do not overwrite newer understanding.

Presentation view showing a claim's research brief, verdict, and evidence-based confidence marker

Partial transcript text appears quickly for awareness. Finalized segments drive semantic listening: topics, entities, claims, comparisons, questions, and presentation commands.

Learn about live inference

Archives

Declassified archives when the claim warrants it

Specialized providers can reach FOI and diplomatic primary records—without putting archive credentials in the browser.

History Lab and beyond

Declassified archive research is available through dedicated integrations. Enable or disable them per environment; the product remains useful without them.

Ancient texts, scholarly indexes, and library catalogs follow the same pattern: provider behind an interface, provenance on the result.

Reserved for archive and primary-document UI.

Product

Screenshots

A look at the control room in action.

Control room with published claims and their evidence assessments
Control room
Knowledge graph of claims, evidence, and sources
Research graph
Presentation view with a research brief and evidence-based verdict
Presentation view

Pricing

Simple plans for early access

Start free, then scale to multi-session research and archive access as you need it.

free

For individual presenters validating the workflow.

$0during early access

  • 50 monthly request credits
  • Core research workflow
  • Private presentation sharing
  • Public presentation sharing

hobbyist

You like to research a bit.

$19.99/ month

  • Deep Research
  • Archive Research
  • Knowledge Graph
  • Video Upload
  • Public Sharing

pro

+30% CREDITS

You like to dig. Deep.

$49.99/ month

  • Everything in hobbyist, plus:
  • Live Research Workflow
  • Premium Research
  • Premium Models
  • Priority Queue
  • Deep Research

Enterprise

For teams that need controls, review, and deployment options.

Custom

  • 5,000 monthly request credits
  • Core research workflow
  • Premium research providers
  • Deep scour escalated research
  • Public presentation sharing
  • Private presentation sharing
  • Programmatic API access
  • Multi-seat organization workspaces
  • Priority processing for research jobs
  • Archive and declassified sources
  • Access to premium AI models
  • Larger export packs with attribution
  • Research workspace and evidence graph

FAQ

Common questions

Short answers; see the full FAQ for more.

Ready to explore with evidence?

Join the waitlist for early access. Authentication and billing arrive in later phases—this site is here to explain the product clearly.