About us

About us

About us

Deep curiosity,

guided by

rigour.

rigour.

rigour.

rigour.

rigour.

rigour.

Our work brings focus to the future of stock markets.

TradeInsightAI turns fragmented market data into a single, coherent picture you can trust. We fuse and triangulate intelligence derived from high-resolution market data,

TradeInsightAI turns fragmented market data into a single, coherent picture you can trust. We fuse and triangulate intelligence derived from high-resolution market data, news, social media, SEC filings, blog posts, and alternative data sets to deliver total situational awareness—expressed as clear narratives for people and as structured datasets for systems.

news, social media, SEC filings, blog posts, and alternative data sets to deliver total situational awareness—expressed as clear narratives for people and as structured datasets for systems.

Al Vinjamur

CEO

Female scientist wearing a white coat and gloves examines a sample slide in a modern laboratory setting.
Female scientist wearing a white coat and gloves examines a sample slide in a modern laboratory setting.
Female scientist wearing a white coat and gloves examines a sample slide in a modern laboratory setting.
Close-up abstract image of translucent gel or oil bubbles suspended in liquid, creating a scientific and artistic texture.
Close-up abstract image of translucent gel or oil bubbles suspended in liquid, creating a scientific and artistic texture.
Close-up abstract image of translucent gel or oil bubbles suspended in liquid, creating a scientific and artistic texture.

What we build

What we build

What we build

Many sources of data and one truth

Insight Layer (for people)

Real-time, plain-language summaries that explain flow, context, and likely paths—no hype, no hand-waving.

Insight Layer (for people)

Real-time, plain-language summaries that explain flow, context, and likely paths—no hype, no hand-waving.

Insight Layer (for people)

Real-time, plain-language summaries that explain flow, context, and likely paths—no hype, no hand-waving.

Data Layer (for machines)

A normalized, time-aligned dataset designed for quants, platforms, and AI agents. Consume it as streams or batches, power your models, or route it into your own UX.

Data Layer (for machines)

A normalized, time-aligned dataset designed for quants, platforms, and AI agents. Consume it as streams or batches, power your models, or route it into your own UX.

Data Layer (for machines)

A normalized, time-aligned dataset designed for quants, platforms, and AI agents. Consume it as streams or batches, power your models, or route it into your own UX.

Our mission is to make markets legible. Provide an objective inference layer derived from first principles that captures what’s happening now, why it matters with a measurement; delivered in plain English and in machine-ready form.

Total situational awareness

• Auction dynamics & microstructure (price, liquidity, flow)
• High-resolution market feeds
• News (relevance-scored, deduplicated)
• Social media (entity-linked, sentiment-scored)
• SEC filings (parsed, section-aware)
• Blog posts & research (topic-mapped)
• Alternative data (where signal beats novelty)

Built for interoperability

• Delivery Streaming (WebSocket/Kafka) and scheduled batch
• Formats:  JSONL and columnar (Parquet/Arrow)
• Join keys  Symbol, venue, timestamp, and canonical entity IDs
• Metadata  Source links, confidence scores, versions, and latency markers
• Compatibility  Friendly with notebooks, feature stores, and vector/RAG pipelines

Who it’s for

• Traders & PMs  Faster, clearer decision context
• Quants & ML teams  A clean, fused dataset for models and research
• Platforms & fintechs  A drop-in intelligence layer for your product for downstream use by your client base
• News & media  Objective market narration backed by traceable data
• AI agents & copilots  Low-latency signals with citations and confidence

How it works

01

01

01

Ingest

multi-source signals at high resolution

02

02

02

Align

by time, entity, and event; de-dupe and quality-check

03

03

03

Infer

structure, intent, and context with internal domain-aware models and proprietary technologies

04

04

04

Express

as multimodal insights for humans and as structured data for consumption by machines

What we value

What
we
value

Objectivity over opinion

Evidence first, always

Provenance & auditability

Every insight is traceable

Latency with rigor

Speed without sacrificing signal quality

Objectivity over opinion

Evidence first, always

Provenance & auditability

Every insight is traceable

Latency with rigor

Speed without sacrificing signal quality

Objectivity over opinion

Evidence first, always

Provenance & auditability

Every insight is traceable

Latency with rigor

Speed without sacrificing signal quality

The long view. Market intelligence will move from what is currently a downstream/side process to an upstream one where conversational, auditable, and programmable modes will deliver ready, first principles based inference. 

From insight to

impact.

impact.

Want early access or integration details? Join the waitlist and tell us how you plan to use the Data Layer—we’ll tailor the path in.

From insight to

impact.

impact.

Want early access or integration details? Join the waitlist and tell us how you plan to use the Data Layer—we’ll tailor the path in.

From insight to

impact.

impact.

Want early access or integration details? Join the waitlist and tell us how you plan to use the Data Layer—we’ll tailor the path in.