
FinSights AI - Coming Soon!
The AI agent for investors who care about the truth.
Ask any question about any stock. Get answers built on data that's been validated by The Journal of Financial Economics, Harvard Business School, and Ernst & Young. Not the open internet.
FinSights AI is purpose-built for investing, by New Constructs, on Google Cloud.
Most AI confidently makes things up. FinSights doesn't.
Ask any general-purpose AI about a stock and you'll get a confident-sounding answer. The problem is you have no idea what the answer is built on. Usually it's the open internet, which means scraped blog posts, outdated news articles, social media takes, and source data that was already wrong before the AI got to it.

FinSights AI is different in three ways that matter.
Proven-superior data, not internet noise
Every answer FinSights gives is grounded in New Constructs’ proprietary data. It’s the same forensic accounting work proven superior by The Journal of Financial Economics, Harvard Business School, and Ernst & Young. Our Robo-Analyst technology reads 200-page SEC filings and pulls the data that other firms miss. Then FinSights AI uses that data, and only that data, to answer your questions.
Built on Google Cloud, by Google Cloud
FinSights AI runs on enterprise-grade Google Cloud infrastructure. It’s not a wrapper around a consumer chatbot. It’s purpose-built infrastructure for institutional-grade investing intelligence.
Designed for investing, not everything else
Generic AI tries to do everything. FinSights AI does one thing: help you make better, faster, more informed investment decisions. That focus means the system is tuned for what investors actually need: reliable data, better metrics, fast comparisons, and answers that don’t require you to second-guess.
Ask anything about any stock.
FinSights AI works in plain English. Type your question the way you'd ask a human analyst. Get a substantive answer in seconds.
Quick fundamentals:
"Why is NVDA rated Very Attractive?"
Forensic risk check:
"What are the biggest red flag holdings in my portfolio right now?"
Comparison:
"Between Apple and Microsoft, which has a higher ROIC?"
Plain-English screening:
"Show me undervalued mid-cap industrials with rising ROIC and low GAP."
From SEC filings to your screen.
FinSights AI is the end of a long pipeline that starts where most analysis ends: in the footnotes.
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1
SEC FIlings.
Public companies file 10-Ks & 10-Qs with hundreds of pages of disclosures. Most of the important information lives in footnotes and management discussion sections that traditional data providers ignore.
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Robo-Analyst processes everything.
Our proprietary AI-driven machine learning technology reads every page of every filing, extracts data from the footnotes, and identifies adjustments that turn reported numbers into economic reality. This is the data that's been proven superior by The Journal of Financial Economics, Harvard Business School, and Ernst & Young.
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3
New Constructs analysts validate.
Our analyst team reviews and validates the data before it goes into our models — ratings, reverse DCF, economic earnings, ROIC, EBV, GAP, every metric.
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4
FinSights AI delivers it in plain English.
When you ask a question, FinSights AI draws on this proven-superior dataset, not the open internet, to give you an answer with sources cited. Every claim is traceable back to the underlying SEC filing.
This is why FinSights AI can do something generic AI can't: tell you what's actually in the footnotes of a company's filing without making it up.
Built for investors at every level.
Individual
FinSights AI helps you skip the part of investing you don't have time for. Screen the market in plain English. Get rating explanations on any stock you own. Compare two securities without opening five tabs. Save research hours and invest with more confidence.
Available with:
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- Discovery + FinSights AI — $174/mo, ~50 questions/month
- Portfolio Insights + FinSights AI — $549/mo, ~140 questions/month

Professional
FinSights AI does the work you don't have time for: pre-meeting prep, due diligence on a new name, and holdings comparisons across your book. Walk into every client conversation with sharper insight in less time.
Available with:
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- Professional Membership — $999/mo, ~200 questions/month included
Institutional
FinSights AI accelerates research, due diligence, and team-wide intelligence across your book. The largest standard AI allocation in our lineup, paired with marked-up filings, Reverse DCF models, and Excel/API data access for full-stack institutional workflows.
Available with:
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- Institutional Membership — Contact for pricing, ~300 questions/month included
Get FinSights AI with the right membership.

FinSights AI is metered by tokens. A typical question uses around 55,000 tokens, so 50 questions ≈ 3 million tokens.
Higher tiers receive a larger monthly allocation and a lower additional token rate.
Need more questions than your allocation includes? Purchase additional access anytime.
New Constructs reserves the right to change the pricing of additional tokens and will notify customers in advance of price changes.
Stock Tracker members can upgrade to Discovery + FinSights AI to add AI access.
FAQ
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How is FinSights AI different from other AI?
Most general-purpose AI are trained on the open internet. That means scraped articles, blog posts, social media, and source data that was already wrong before the AI got to it. FinSights AI is grounded in New Constructs’ proprietary, proven-superior fundamental data — the same data validated by The Journal of Financial Economics, Harvard Business School, and Ernst & Young. Every answer is traceable to a specific SEC filing, not a confident guess.
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Will FinSights AI hallucinate or make things up?
No system is perfect, but FinSights AI is designed specifically to avoid the most common AI failure: confident answers built on bad data. Every response is grounded in our proprietary dataset. If FinSights doesn’t have the data to answer a question, it will tell you, not invent something.
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What can I ask FinSights AI?
Anything you’d ask a human analyst: explain a rating, compare two stocks, surface risks in your portfolio, screen the market in plain English, prep talking points for a client meeting. See the examples above.
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How do I get access to FinSights AI?
FinSights AI is included or available with four New Constructs memberships: Discovery + FinSights AI, Portfolio Insights + FinSights AI, Professional, and Institutional. Pick the membership that fits your investing workflow and FinSights AI is part of it.
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How many questions can I ask per month?
Depends on your membership. Allocations range from ~50 questions/month (Discovery + FinSights AI) to ~300 questions/month (Institutional). See the pricing table above for full details.
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Can FinSights AI make trades or give specific buy/sell recommendations?
FinSights AI provides research, analysis, and rating information. It doesn’t execute trades or provide personalized investment advice. New Constructs’ models and ratings are research products, not investment recommendations, and FinSights AI surfaces and explains that research in conversation form.


