Bring real evidence into the run.
Filings, earnings transcripts, clinical registries, scientific papers, funding signals, property data, macro series, prices, and uploads can all enter the same governed workflow.
Tools + Skills
The source and analytics fabric behind every trusted investment answer.
Veyris does not rely on a model guessing from memory. It chooses the right evidence route, retrieves documents and datasets, then applies analytical skills that turn raw inputs into dashboards, scorecards, audits, and decision records.
Routing layer
Evidence first
Planner
Question becomes source plan, not generic prose.
ToolsFilings, transcripts, markets, registries, uploadsStructured retrieval
SkillsDashboards, scorecards, audits, IC materialDecision artifacts
MemoryTool log, sources, warnings, follow-upsReviewable later
180+source and data tools for public equities, private markets, real assets, macro, healthcare, web evidence, and uploaded context
200+analytical skills that convert retrieved evidence into scorecards, dashboards, memos, simulations, and source audits
Traceabletool calls, source URLs, warnings, artifacts, and model choices remain attached to the run record
Vertical coveragePublic equity, private-company, healthcare, real asset, macro, crypto, and uploaded-document routes share one governed interface.
Coverage checksMissing source families, noisy domains, stale data, and unsupported inputs become visible warnings instead of hidden assumptions.
Extensible primitiveNew source retrievers and rendering skills can be added without changing the public workflow.
Routing graphic
The router turns intent into the right source and skill path.
Every request is classified, mapped to evidence tools, rendered by analytical skills, and returned with provenance instead of generic model prose.
01 / IntentEntity, vertical, mode, data needs, and output shapeThe router identifies what must be sourced before choosing a path.
02 / ToolsPrimary sources, APIs, documents, web, markets, and uploadsTool calls gather evidence with provenance instead of replacing data with guesses.
03 / SkillsDashboards, scorecards, models, source audits, and chartsAnalytical renderers turn raw rows into inspectable investment artifacts.
04 / ArtifactDecision material with source trail and coverage warningsThe result carries both the answer and the reliability context.
How it works
Dynamic routing turns a question into the right evidence path.
The planner selects a bounded source route, runs the tools, then hands structured results into skills that produce outputs an investment team can inspect.
Question
Source tools
Analysis skills
Artifacts
RouterTool + skill plan
OutputEvidence-backed artifact
01Infer the work typeearnings, clinical trial, property review, market map, portfolio question
02Fetch source evidenceprimary documents, data APIs, upload context, specialist registries
03Render decision artifactstables, charts, scorecards, source audits, follow-up actions
Capability system
A scalable primitive, not a hard-coded demo.
The capability layer is built so new verticals add source retrieval and analytical renderers without rewriting the investment workflow.
Turn evidence into usable outputs.
Skills produce dashboards, source audits, scoring frameworks, underwriting summaries, charts, IC-ready sections, and structured decision material.
Make the capability layer inspectable.
The registry exposes what the platform can call, how tools pair with skills, and which verticals have dedicated evidence routes.
Use the capability layer