Three major US companies reported earnings in October 2026, and their results show why headline revenue growth and earnings per share rarely tell the full story. BlackRock reported strong asset-management inflows, J.B. Hunt delivered double-digit revenue growth but faced pressure on operating margins, and Travelers increased earnings despite broadly flat revenue. We used Clarifo to examine these Q3 2026 earnings reports and their underlying financial data. Below, we look at what matters for investors, how to analyze SEC filings using ChatGPT and Clarifo, and what source-backed AI equity research costs.
Three companies. Three different earnings stories. The real question is not simply who grew fastest, but how much of that growth translated into sustainable profitability.
Background: Why Q3 2026 earnings deserve a closer look
US earnings season gives investors an opportunity to examine how businesses are performing under changing economic conditions. Revenue growth, earnings per share (EPS), operating margins and cash flow each reveal something different about a company's performance.
But the most important drivers are often found beyond the headline numbers. For an asset manager, client inflows and assets under management can explain future fee growth. For a transportation company, rising revenue may hide increasing operating costs. For an insurer, underwriting profitability and investment income can matter more than conventional revenue growth.
We selected three S&P 500 companies that released their Q3 2026 results between October 14 and October 16:
BlackRock (NYSE: BLK) — asset management, reported October 14, 2026.
J.B. Hunt Transport Services (NASDAQ: JBHT) — transportation and logistics, reported October 15, 2026.
Travelers (NYSE: TRV) — property and casualty insurance, reported October 16, 2026.
These companies operate in different industries, so their revenue and earnings figures are not directly comparable measures of business quality. Instead, each result illustrates a different question investors should ask when analyzing quarterly earnings and company filings.
01. BlackRock: Strong inflows support revenue growth
BlackRock reported third-quarter revenue of approximately $7.75 billion, up 19% from the same quarter a year earlier. GAAP net income reached approximately $1.66 billion, compared with $1.32 billion in Q3 2025. GAAP diluted EPS increased to $10.57 from $8.43.1
The more revealing figures were related to client assets and flows. BlackRock ended the quarter with approximately $15.5 trillion in assets under management and attracted $205 billion in net inflows during the quarter. Annualized organic base fee growth reached 11%, reflecting continued demand across its investment products.1
Revenue: $7.75 billion, +19% year over year
GAAP net income: $1.66 billion, +25%
Assets under management: approximately $15.5 trillion
Quarterly net inflows: $205 billion
For an asset manager, market appreciation and new client investments can both increase assets under management and fee revenue. The distinction matters because market-driven growth may not behave the same way as organic inflows through different market cycles.
BlackRock also reported adjusted diluted EPS of $15.93, which differs substantially from the GAAP figure of $10.57. Its results included the impact of a noncash fair-value change associated with contingent consideration from previous acquisitions. Comparing adjusted and GAAP earnings without reviewing these reconciliations could therefore lead to misleading conclusions.1
What investors should investigate: How much of BlackRock's earnings growth comes from net inflows, financial-market performance, fee changes, operating leverage and acquisition-related adjustments?
Using Clarifo's financial research tools, analysts can examine reported income statements, search filing disclosures and compare profitability across reporting periods while keeping references to the original source documents.
02. J.B. Hunt: Revenue growth does not guarantee margin expansion
J.B. Hunt's third-quarter results provide a different earnings story. The transportation and logistics company reported revenue of approximately $3.68 billion, an increase of 20% from $3.05 billion a year earlier.2
However, operating income increased by only 2%, reaching approximately $247.1 million. Net earnings rose modestly to $172.4 million from $170.8 million, while diluted EPS increased to $1.82 from $1.76.2
Revenue: $3.68 billion, +20% year over year
Operating income: $247.1 million, +2%
Operating margin: approximately 6.7%, versus 7.9% a year earlier
Diluted EPS: $1.82, versus $1.76
The difference between revenue growth and operating income growth is important. Revenue increased substantially, but the share of revenue retained as operating profit declined.
J.B. Hunt attributed the margin pressure to higher purchased transportation costs, professional driver personnel expenses, equipment-related costs, fuel and insurance claims expenses. Revenue excluding fuel surcharges grew 13%, compared with 20% reported revenue growth, illustrating why separating operational activity from fuel-related pricing can improve the analysis.2
The company's business segments also showed different trends. Intermodal revenue increased 20%, while Dedicated Contract Services revenue rose 11% but operating income declined 22%. Integrated Capacity Solutions revenue increased 57%, turning an operating loss in the prior-year quarter into an operating profit.2
What investors should investigate: Are higher operating costs temporary, or does the business need better pricing, utilization and productivity to translate revenue growth into stronger earnings?
This is where an AI financial statement analysis workflow can help. Rather than comparing revenue growth alone, analysts can use Clarifo inside ChatGPT to examine operating income, margins, segment performance and management's explanations in the original filings.
03. Travelers: Earnings growth without meaningful revenue growth
The third example comes from Travelers' Q3 2026 results. The insurer reported total revenue of $12.41 billion, compared with $12.47 billion in the corresponding quarter of 2025, a decline of approximately 0.5%.3
Despite essentially flat revenue, GAAP net income increased to $1.92 billion from $1.89 billion. Diluted EPS increased to $9.04 from $8.24, an improvement of approximately 10%. The per-share increase was significantly larger than the increase in total net income, partly reflecting the impact of share repurchases.3
Revenue: $12.41 billion, approximately -0.5% year over year
Net income: $1.92 billion, approximately +2%
Diluted EPS: $9.04, approximately +10%
Combined ratio: 86.8%, versus 87.3% a year earlier
For property and casualty insurers, the combined ratio provides a useful view of underwriting performance. A ratio below 100% generally indicates an underwriting profit before considering investment income.
Travelers reported a combined ratio of 86.8%, improving from 87.3% one year earlier. Its underlying combined ratio, which adjusts for selected items including catastrophe losses and prior-year reserve development, was 84.1%, compared with 83.9% a year earlier. That distinction matters: the reported combined ratio improved even though the underlying ratio was slightly higher.3
The company also generated record pre-tax net investment income of approximately $1.10 billion, up 6%. Higher investment income and favorable prior-year reserve development supported core results, partially offset by higher catastrophe losses.3
What investors should investigate: How much of Travelers' earnings performance comes from recurring underwriting profitability, investment portfolio income, reserve development and share repurchases?
For insurance analysis, an AI stock research tool should therefore do more than summarize revenue and EPS. It should help analysts inspect the insurance-specific disclosures that explain where profitability actually comes from.
What the three earnings reports tell us
These results illustrate three different forms of earnings performance:
BlackRock: Revenue and earnings grew as assets under management and client inflows expanded. The important questions concern organic growth, fee generation and the difference between GAAP and adjusted earnings.
J.B. Hunt: Revenue grew much faster than operating profit. The important questions concern cost inflation, segment profitability and operating leverage.
Travelers: Revenue was broadly flat, while earnings per share increased. The important questions concern underwriting performance, investment income and the impact of share repurchases.
The lesson is not that one company necessarily represents a better investment than another. These businesses have different financial models, risks and valuation drivers. The lesson is that quarterly earnings analysis needs to connect headline figures with the operating explanations found in company disclosures.
How to use Clarifo in ChatGPT for stock and earnings analysis
ChatGPT can help structure financial questions, compare results and explain accounting concepts. But reliable company research also depends on access to the underlying financial data and source filings.
We built Clarifo's MCP integration to bring that research infrastructure directly into AI assistants. Once connected, ChatGPT can use Clarifo's tools to search SEC filings, retrieve company financials, compare companies and examine reported disclosures without requiring users to manually upload each company's quarterly report.4
Step 1: Connect Clarifo to ChatGPT
Open the official Clarifo plugin in ChatGPT.
Select Install plugin and follow the connection instructions.
Sign in to Clarifo or create an account if you are new.
Authorize the connection using your Clarifo account.
Open a ChatGPT conversation and use Clarifo for source-backed financial research.
Clarifo's ChatGPT integration is included in both Standard and Pro subscriptions. You do not need a separate Clarifo API subscription to use its MCP research tools in ChatGPT. Availability of ChatGPT features can depend on your ChatGPT account and workspace settings.45
Step 2: Ask questions about the earnings reports
Once connected, you can use natural-language prompts such as:
BlackRock: "Using Clarifo, compare BlackRock's Q3 2026 and Q3 2025 revenue, operating income and net income. Find the filing disclosures explaining the change in profitability and provide source citations."
J.B. Hunt: "Using Clarifo, compare J.B. Hunt's Q3 2026 revenue growth with operating income growth. Calculate the operating margin change and search the latest earnings filing for management's explanation of higher costs."
Travelers: "Using Clarifo, analyze Travelers' Q3 2026 earnings. Compare net income and diluted EPS growth, identify the role of share repurchases, and find the reported combined ratio and investment income figures."
These are examples of research questions, not investment recommendations. The purpose is to use ChatGPT as the analytical interface while Clarifo provides access to structured financial data and original company reports.
Step 3: Verify the source, not just the answer
For every important financial claim, ask ChatGPT to identify the relevant filing or report reference. Clarifo's MCP tools can return source identifiers that link financial data back to underlying SEC EDGAR filings or Nordic reports.4
This is particularly valuable when comparing GAAP and adjusted earnings, researching business segments, or investigating changes in cash flow, because the context behind a number can change its interpretation.
How much does Clarifo cost per month?
Clarifo offers two self-service subscription tiers for individuals and research professionals. As of October 19, 2026, the US-dollar monthly prices are:
Standard — $19.90/month
Includes company financials, AI search, screening, source-backed company research and MCP access for ChatGPT and other compatible AI assistants.
Pro — $39.90/month
Includes Standard features plus advanced analyses, additional premium MCP capabilities, report and data exports, expanded workspace features and Data API access.
Both plans include a 7-day free trial. Monthly and annual billing options are available. See current Clarifo pricing for the latest plan details.5
For most individual investors and analysts who want to use Clarifo with ChatGPT for stock research, quarterly financial comparisons and SEC filing searches, Standard provides the core research tools.
Pro is designed for users who need additional reporting, exports, API access or advanced AI-driven research capabilities. The Standard MCP plan includes a fair-use allowance of 3,000 calls per rolling 30 days, while Pro includes 20,000 calls per rolling 30 days.4
The Clarifo subscription is separate from any paid ChatGPT subscription. Clarifo provides the financial research data and tools, while ChatGPT provides the conversational interface.
Why use an AI equity research tool instead of a generic stock chatbot?
General-purpose AI assistants are useful for financial explanations and organizing information. But financial research requires more than plausible responses. Analysts need to verify that the figures are from the correct reporting periods, distinguish GAAP from adjusted measures and connect management commentary to the underlying financial statements.
Clarifo is designed around that research process. Our platform covers more than 7,000 publicly listed companies across the US, Finland and Sweden, with tools for filings search, structured financial statements, company comparisons, screening and source verification.6
With Clarifo connected to ChatGPT, analysts can investigate the financial performance of a company, compare reporting periods and inspect the original source material from one research conversation.
For more information about our research tools, explore Clarifo's product features, the ChatGPT and MCP developer guide, or the full MCP documentation.
What comes next for US earnings season?
The next stage of US earnings season will provide more opportunities to compare growth, profitability and cash-flow trends across industries. Large technology, consumer and industrial companies will add further context to how businesses are managing investment requirements, operating costs and demand.
For investors following the results, a repeatable workflow can be more useful than reacting to individual earnings headlines. Start with the reported figures, compare the same metrics with the prior-year quarter, investigate the business drivers and verify the numbers against the filing.
BlackRock, J.B. Hunt and Travelers demonstrate why that approach matters. A strong earnings headline can reflect organic growth, cost pressure, investment income or changes in the number of shares outstanding. Each requires a different analysis.
With source-backed company research in ChatGPT, the goal is to make those differences easier to investigate and verify.
Analyze US earnings, compare financial statements and trace company figures back to original filings — directly in Clarifo or inside ChatGPT. Start with a 7-day free trial.
BlackRock — Third Quarter 2026 Earnings Release, October 14, 2026. See also the SEC earnings filing.
J.B. Hunt — Third Quarter 2026 Earnings Release, October 15, 2026. See also the SEC earnings exhibit.
Travelers — Third Quarter 2026 Earnings Release, October 16, 2026. See also the Q3 2026 Form 10-Q.
Clarifo Documentation — MCP Server, ChatGPT Integration and Plan Limits.
Clarifo — Product Features, Financial Research and Company Coverage.
Financial figures reflect company-reported results available as of October 19, 2026. This article is for informational and research purposes only and does not constitute investment advice.