iQuery
- Company typePrivate
- Founded2023
- Headquarters—
- Headcount1–10
- GTM typeB2B and B2C
- OfferingSoftware
iQuery firmographics
Firmographics- Name
- iQuery
- Legal name
- iQuery
- Website
- https://iquery.com
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Ownership category
- akta.pro rank
iQuery industry classification
Industry- Product category
- AI-Powered Financial Forecasting Software
- NAICS
- Portfolio Management and Investment Advice (523940)
- SIC
- Investment Advice (6282), Services-Prepackaged Software (7372)
- akta.pro primary industry
- Financial Services Personalization (Banking, Investing, Insurance) (HDAAAGAH)
- akta.pro secondary industry
- Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH)
Keywords
iQuery business model
Business model- GTM type
- B2B and B2C
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations
Revenue model
- Stock Forecast Subscription: SaaS subscription providing access to quarterly stock forecasts on 3,000+ U.S. stocks, iQChat AI Assistant, daily alerts, and full backtest history. Target customers include individual investors and enterprise teams.
- M&A Prediction Subscription: Subscription access to predictive M&A sourcing, ranked acquisition targets with valuation estimates, and company valuation intelligence.
- Enterprise Seat-Based Licensing: Seat-based enterprise pricing with volume discounts. Includes full access to all forecasting modules, iQChat AI Assistant, iQSwarm Analysis agents, dedicated support, onboarding, and change management. Customized by tier for PE firms, investment banks, corporate development teams, consultancies, and data partners.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Waitlist/Early Access |
| Subscription | Annual | Enterprise Seat-Based |
Go-to-market motion2 records
Distribution channels3 records
Marketing channels5 records
iQuery product offering
Product offeringCore offering
iQuery operates a SaaS prediction platform that converts labor-market signals (job openings, hiring surges, specialist roles, hiring freezes) across millions of companies into quarterly price-high forecasts for 3,000+ U.S. stocks and ranked predictive M&A target lists with valuation estimates. The offering is delivered through iQuery Stocks for individual investors via a self-serve web app, an M&A Predictor module for acquisition sourcing, and an Enterprise Platform providing seat-based access to all forecasting modules, iQChat AI Assistant, iQSwarm Analysis agents, and dedicated onboarding for PE firms, investment banks, corporate development teams, consultancies, and data partners.
Product overview
iQuery is a prediction engine platform that transforms labor-market data into quarterly stock forecasts and M&A predictions. The platform operates as a unified system with two primary products—iQuery Stocks (providing quarterly price-high forecasts on 3,000+ U.S. stocks with publicly verifiable backtest history) and iQuery M&A (delivering predictive acquisition target sourcing with valuation intelligence). Both products are powered by the same prediction engine that analyzes job openings, hiring patterns, and specialist roles. Supporting features include iQChat (an AI chatbot for natural language queries), iQSwarm Analysis agents (for autonomous multi-agent analysis), a Stock Forecast Dashboard, and a Backtest Tool for performance verification. Enterprise access provides full module access including Core Company Analytics, Watchlist News, Company Compare, and Industry & Labor Forecasts.
Differentiator
Problem solved
Functional benefit
Brands
- iQuery Stocks: Quarterly price-high forecasts on over 3,000 U.S. stocks with publicly verifiable performance. Features include watchlist tracking, forecast quantiles (10/25/50/75/90), daily alerts, full backtest history, and iQChat AI assistant.
- iQChat
- iQSwarm Analysis
- M&A Predictor
Products and services
- iQuery Stocks Self-serve web application delivering quarterly price-high forecasts on over 3,000 U.S. stocks in 10/25/50/75/90 quantile ranges, with watchlist tracking, daily alerts when stocks hit forecasted highs, full backtest history, and iQChat AI assistant for ticker, sector, and portfolio queries. Targeted at individual investors and self-directed users joining via the public waitlist.
- iQuery M&A Predictive M&A sourcing and company valuation intelligence that ranks acquisition targets with valuation estimates and supporting labor-market signals to identify companies likely to be acquired in the next 24 months. Used by acquirers and corporate development teams for deal sourcing and target evaluation.
- iQuery Enterprise Platform Seat-based enterprise subscription bundling all forecasting modules including core company analytics, stock forecasts, M&A Predictor, iQChat AI Agent, watchlist news, Company Compare, industry and labor forecasts, and iQSwarm Analysis agents, with volume discounts, dedicated support, onboarding guidance, and change management. Sold via direct sales to private equity firms, investment banks, corporate development teams, consultancies, and data partners.
- iQuery Backtest Tool Public performance verification portal comparing the iQuery MC-weighted portfolio against NASDAQ Composite, S&P 500, and Dow Jones across 12 evaluated quarters, with downloadable quarterly PDF reports. Used by visitors to independently verify the platform's historical forecast accuracy.
Quantifiable outcome
- 67% hit rate since 2023 compared to 50% baseline across 12 evaluated quarters
- +4 more outcomes
Companies that use iQuery
Customer profileSegments8 records
Ideal customer profiles2 records
iQuery technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability6 records
Feature8 records
iQuery partnerships and signals
Strategic signalScale indicators10 records
Recent moves5 records
Expansion highlights5 records
iQuery competitors and assessment
Company assessmentDirect peers
- Rogo: Rogo is an AI research analyst for financial services, targeting investment banks, PE firms, and hedge funds. Competes directly with iQuery in the AI-powered financial research and intelligence category for enterprise financial buyers.
- Grata: Grata is an AI-powered M&A sourcing and target identification platform used by PE firms and corporate development teams. Directly comparable to iQuery M&A in the predictive M&A sourcing category with similar buyer personas.
- AlphaSense: AlphaSense provides AI-powered market intelligence and enterprise search for investment firms, PE, and corporations. Targets the same enterprise buyer (PE, IB, corporate development) with AI-driven research workflows and has integrated expert research via Tegus acquisition.
- Hebbia: Hebbia uses AI to analyze financial documents and extract intelligence for investment and financial workflows. Comparable to iQuery's enterprise product positioning targeting financial professionals with AI-driven analysis at scale.
- Kensho Technologies: Kensho applies AI/ML to financial markets data and alternative data sources to power analytics used by S&P Global customers. Most directly comparable to iQuery's AI-on-alternative-data approach for financial forecasting, though Kensho operates at much larger scale as part of S&P Global.
Broad incumbents
- Bloomberg: Bloomberg Terminal is the dominant financial data and analytics platform for investment professionals. Operates across the same enterprise customer base (PE, IB, asset managers) with overlapping capabilities in market intelligence and analytics, though it is a broad portfolio rather than a forecasting specialist.
- FactSet: FactSet provides financial data, analytics, and portfolio management tools to investment professionals. Serves the same PE, IB, and corporate development segments as iQuery with broad market intelligence and analytics offerings beyond forecasting.
Emerging players
- TrendSpider: TrendSpider is an AI-powered technical analysis and charting platform for retail and semi-pro traders. Comparable to iQuery Stocks in the retail investor forecasting category, though focused on technical analysis rather than labor-signal-driven fundamentals.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks6 records
Key highlights6 records
Customer concentration
iQuery social profiles
Digital presenceiQuery financial estimates
Financial estimateRevenue estimate
Valuation estimate
iQuery leadership team
Management profileNumber of profiles
iQuery funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
iQuery M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about iQuery
What does iQuery do?
iQuery operates a SaaS prediction platform that converts labor-market signals (job openings, hiring surges, specialist roles, hiring freezes) across millions of companies into quarterly price-high forecasts for 3,000+ U.S. stocks and ranked predictive M&A target lists with valuation estimates. The offering is delivered through iQuery Stocks for individual investors via a self-serve web app, an M&A Predictor module for acquisition sourcing, and an Enterprise Platform providing seat-based access to all forecasting modules, iQChat AI Assistant, iQSwarm Analysis agents, and dedicated onboarding for PE firms, investment banks, corporate development teams, consultancies, and data partners.
Is iQuery a public or private company?
iQuery is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was iQuery founded?
iQuery was founded in 2023. It employs 1 to 10 people.
How does iQuery make money?
Three revenue lines are on record. Stock Forecast Subscription is the primary driver. The others are M&A Prediction Subscription and enterprise Seat-Based Licensing.
Who are iQuery's main competitors?
Direct peers on record are Rogo, Grata, AlphaSense, Hebbia and Kensho Technologies. Broad incumbents are Bloomberg and FactSet. TrendSpider is listed as an emerging player.
Does iQuery have an API?
No public API is recorded for iQuery.
What industry is iQuery in?
iQuery's product category is AI-Powered Financial Forecasting Software. Its primary akta.pro industry code is HDAAAGAH, Financial Services Personalization (Banking, Investing, Insurance), with a secondary code of HDAEANAH, Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs). Its NAICS code is 523940 and its SIC code is 6282.