Summarization
Consume up to 5x more research
On receipt, every email is summarized down to as little as 20% of its original length.
Find consensus fast, reveal hidden trade ideas, and stay ahead of market-moving events with automated intelligence applied to your existing institutional research sources.
For Investment Professionals
Send us a piece of research or commentary and we will return the AI-generated summary along with any trade ideas found.
For Investment Professionals
Please email your sample to hello@harkster.com. We’ll review your submission and provide the AI-generated output within 24 hours!Harkster Kernel, our AI engine, ingests and processes your research from existing sources in real time, powering alpha discovery through our proprietary AI assistants on the Harkster Platform or via direct integration with your internal systems.
Kernel
The engine behind our Harkster Platform that summarises, extracts, classifies and indexes all of your research, ready for downstream AI workflows.
Example Input
Example Output
On receipt, every email is summarized down to as little as 20% of its original length.
Don't waste time searching for trade ideas, our Al engine extracts the ideas from every email.
Track mentions of assets and entities across incoming research to weight your consumption toward the positions and risks you focus on.
Semantic indexing where data is cleaned, structured, and classified, ready for advanced AI assistants.
Platform
Utilise our proprietary AI Assistants alongside your research feed, or work with our team to design, build and implement in-house AI assistants or agents that match your workflow.
Platform
Utilise our proprietary AI Assistants alongside your research feed, or work with our team to design, build and implement in-house AI assistants or agents that match your workflow.
Watchlist
Transform a vast array of unstructured data into repeatable, quantifiable sentiment scores, delivering a systematic, crowd-sourced view of market trends.
By tracking asset mentions and mood shifts in real time, discretionary portfolio managers gain an independent, unbiased snapshot of where the market is positioned.
Event Risk Calendar
Pull together all your research for a specific risk event in one click. Pre-populated with a client-defined calendar, select an event to pull the most relevant research, extracted topics, and a concise summary with citations. Everything you need to price the risk is in one place.
Trade Ideas
No longer do you need to skim read every research piece looking for ideas, Harkster's AI Assistant has a channel of streaming ideas populated from only your content.
Recap
Harkster’s AI Assistant will review everything that's hit your feed while you've been off desk and bring you the most frequently mentioned topics with summaries from the underlying sources.
Q&A
Uncover valuable insights and perspectives hidden within your research simply by asking questions.
Your research reservoir becomes a database to mine, rather than something to tame with rules, folders and the constant fight for inbox 0.
Custom Assistant (Coming Soon)
Spin up workflows that mirror how you trade, keep process IP in‑house, and automate against your institutional research without sharing proprietary methods.
Unlock the power of our Harkster Kernel via our robust API that streams fully processed research data directly into client systems. Enhance your decision-making with real-time, actionable data tailored to your unique workflow.
Contact Us{
"tradeIdea": "Short CAD",
"quote": {
"text": "My only strong view is that the Canadian economy is finally in trouble (housing starts abysmal today, adding to the steady run of bad data) and CAD will weaken against the crosses into year end.",
"tenses": [ "future", "simplePresent" ],
},
"assetClass": "fx",
"data": "no",
"derived": "explicit",
"explanation": "The statement regarding the weakening of CAD is explicit, as it directly states that CAD will weaken against other currencies."
}
"Harkster.ai is my go-to each morning for fast information extraction from 100s of emails."
Foreign Exchange
"Event Risk Calendar is a really efficient way to summate multiple views and forecasts on data points."
Global Macro
"The Trade Ideas section allows me to quickly scan for clear, strong, directional views."
Foreign Exchange
"The research feed has been completely integrated into my daily regime in terms of news and research consumption."
Capital Markets
"Distills a large array of views that would otherwise take considerable time to do myself."
Global Macro
"I can get a quick read on sentiment with only a few minutes of reading."
Foreign Exchange
"Getting a consensus in a click."
Global Macro
"Harkster saves me time. Probably more than a full hour per day."
Foreign Exchange
"Harkster is a perfect companion in getting to the point fast."
Global Macro
"I spend significantly less time reading and parsing emails and pdfs now that I use Harkster."
Foreign Exchange
"Harkster’s economic event calendar function is invaluable in distilling key themes and views around major data releases."
Capital Markets
"It not just saves me time in understanding what's going on in a concise way, but stops me from getting overwhelmed by the sheer volume of information I receive."
Global Macro
"Harkster allows me to read what I need with greater speed and get to the heart of what the market is thinking."
Foreign Exchange
"Elevator pitch your emails."
Global Macro
Whether you're looking for help implementing AI within your enterprise or a deeper understanding of the platform, our team is ready to show you how Harkster can fit into your research workflow.
Flexible Deployment Options
Choose the deployment model that best fits your insfrastructure and operational requirements. Both options are securely hosted on your enterprise's cloud environment.
Quick Deployment
Kernel
Platform
Technical
Kernel
API / MCP
Secure & Private
Head of Business Development
Head of Technology
Head of Operations
Head of Communications
Our team brings experience from both the buy & sell side across trading and technology.