Market Insights11 min read
Coca-Cola vs PepsiCo: Which Is the Better Long-Term Investment?
A filing-based cash recovery bridge and two funding hurdles test PepsiCo’s higher yield against Coca-Cola’s valuation premium.
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Fresh research, big ideas and conversations from iPulse AI.
Latest Articles
27 articles · Newest firstThe latest market findings, original research, learning and updates from iPulse AI.
- Perspectives9 min read
How to Analyze Advisor Disagreement: Turn Conflicting Views Into Testable Questions
Normalize inputs, map competing assumptions and build an evidence test, with an archived Microsoft illustration.
- Perspectives10 min read
How to Compare Stock Opportunities: A Research Checklist
Compare business economics, valuation, scenarios and downside on the same basis, with an archived Microsoft and NVIDIA example.
- Perspectives10 min read
How Are AI Stock Ratings Calculated? Inputs, Weights and Limits
A practical guide to model judgments, quantitative scoring and rating labels, with an archived 5,362-record inspection and a worked calculation.
- Research & Methods8 min read
When AI Advisors Agree: Distinguishing Forecast Risk from Forecast Reliability
Seven AI frameworks can agree because an asset is easier to forecast. This outcome study tests agreement against visible risk and a no-change baseline, then distinguishes direction from magnitude.
- Perspectives14 min read
Agentic Investment Research Transparency: How to Trace Claims Back to Evidence
A practical inspection workflow for sources, shared inputs, model views and preserved research editions, with an archived NVIDIA example.
- Perspectives10 min read
AI Crypto Investment Research: How to Verify a Token Thesis
A practical checklist for token economics, dated sources, forecast horizons and downside assumptions, with an archived Ethereum example.
- Market Insights10 min read
NVIDIA Stock AI Analysis: The Cash-Flow Test Behind the AI Buildout
A dated look at NVIDIA’s cash conversion, customer financing and two archived iPulse AI forecast horizons.
- Market Insights13 min read
AI Ranked Stocks: How to Read a Stock Consensus Score
A 383-equity archived example shows how horizon and sort choice reshape a top-ten list.
- Perspectives5 min read
Stock Market Research Platform: How to Choose One
Choose a research workflow you can verify, with a paired-horizon example from 383 archived equity scenarios.
- Perspectives6 min read
7 AI Stock Research Tools Investors Should Inspect
Compare iPulse AI, Seeking Alpha, Zacks, TipRanks, The Motley Fool, StockInvest.us and InvestingPro, with Fiscal.ai and TrendSpider alternatives.
- Concepts9 min read
How to Compare AI Stock Forecasts: CAGR and Total Return
Why annualized gains, five-year gains and averaged opinions need different labels, with an original Batch 7 example.
- Product Updates8 min read
Introducing Batch 7: our largest research release yet
426 assets. 5,964 AI opinions. Three model families. Meet iPulse AI Engine V7 and a new synthesizer that weighs the evidence behind each view.
- Concepts12 min read
Your Multi-Agent System Needs a Manager, Not More Agents
A practical guide to choosing agent architectures by task shape, managing coordination costs, and keeping one accountable release path.
- Market Insights12 min read
I Tested 14,400 AI Forecasts at Two Horizons. Here Is the Hidden Pattern I Found.
The same evidence produced different directions in half of 1,247 paired verdicts. A rating’s horizon is part of the thesis.
- Concepts12 min read
I Audited 4,523 AI Judgments. Here’s What I’d Check Before Trusting an Agent Team.
Across 377 assets, a simple vote and a risk-aware scoring system disagreed in 45% of decisive cases. An audit for builders of agent teams.
- Market Insights10 min read
I Audited 330 AI Stock Forecasts. Check These 3 Things Before You Invest.
A 330-stock audit separates projected upside, business health and risk—and explains the three questions to ask before trusting a forecast.
- Product Updates9 min read
Introducing Forecast Library: AI Forecasts You Can Inspect
A public archive of 4,511 forecast receipts, with inspectable provenance, downloadable records and 60 verified blockchain proofs.
- Research & Methods2 min read
When the Horizon Changes the Verdict: A Paired Study of 14,000 Multi-Agent Investment Reports
Across 1,247 matched one-year and five-year consensus pairs covering 377 assets, the exact five-level verdict changed in 56.5% of pairs and the broader direction changed in 50.0%.
- Market Insights10 min read
AI Can Predict Biology. It Still Has to Survive the Human Body
Ten pharma and biotech forecasts reveal why the next AI advantage will belong to companies that can turn cheap prediction into clinical evidence, manufacturing, and patient outcomes.
- Market Insights14 min read
We Ran 4,523 AI Forecasts. 77% Contained Opposing Views.
Making an investment decision is easy. Making one without emotion, selective evidence, or false certainty is not. Our latest market-wide analysis shows why disagreement may be one of the most useful signals.
- Market Insights9 min read
Chainlink’s Forecast Says +736%. Its Risk Reading Hit 99.7.
All 12 research models were bullish on LINK. The real question is whether adoption creates lasting value before dilution, competition, or one major exploit changes the story.
- Concepts7 min read
Twelve AI Research Voices Looked at the Same Assets. Their Disagreement Was the Signal.
What SpaceX, PetroChina, and NuScale reveal about using model disagreement as a research tool instead of treating consensus as truth.
- Concepts7 min read
A Single Investment Score Is a Beautiful Lie
The problem with collapsing return, confidence, risk, financial strength, and catalysts into one number.
- Market Insights6 min read
The Strongest Five-Year Signal in Our Investment Model Was Also the Riskiest
A 12-voice analysis framework ranked 400+ long-horizon opportunities. The best pick showed why upside alone is a dangerous way to read any forecast.
- Concepts5 min read
Designing AI for Analysts: When Missing Data Draws the Same Shape as a Score
What three years of building iPulse AI taught us about trust, judgment, and the future of professional analysis
- Product Updates5 min read
From Market Noise to Structured Intelligence: Why We Preserve Forecasts Before Recalculating Rankings
Every day, investors, analysts, advisors, and research teams are surrounded by price movement, earnings releases, macro data, geopolitical risk, social narratives, analyst opinions, model outputs, and news cycles that...
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