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Insights, updates, and guides — on financial analysis, data, and what we're building.

Microsoft Q1 FY2027: Azure Growth Meets the Cash Cost of AI
Analysis
Microsoft Q1 FY2027: Azure Growth Meets the Cash Cost of AI
Azure grew 48%, but Microsoft's cash capex reached $39.4B. Why cloud growth and free cash flow tell different stories in FY2027 Q1.
Clarifo Research · Nov 2, 2026
Alphabet Q3 2026: Cloud Growth Versus Negative Free Cash Flow
Analysis
Alphabet Q3 2026: Cloud Growth Versus Negative Free Cash Flow
Google Cloud grew 103% to $30.7B, but Alphabet's free cash flow turned negative. An earnings analysis of AI capex, Search and cash generation.
Clarifo Research · Nov 2, 2026
Micron FY2026: Are Record Memory Margins Sustainable?
Analysis
Micron FY2026: Are Record Memory Margins Sustainable?
Micron's fiscal Q4 2026 revenue reached $54.2B with exceptional gross margins. A source-backed look at AI memory pricing and cycle risk.
Clarifo Research · Nov 2, 2026
TSMC Q3 2026: AI Chip Demand Reaches the Margin Line
Analysis
TSMC Q3 2026: AI Chip Demand Reaches the Margin Line
TSMC reported $46.72B revenue and a 66.4% gross margin in Q3 2026. What advanced-node demand reveals about the semiconductor cycle.
Clarifo Research · Nov 2, 2026
Bloom Energy Q3 2026: Data-Center Power Demand Tests Margins
Analysis
Bloom Energy Q3 2026: Data-Center Power Demand Tests Margins
Bloom Energy Q3 2026 revenue grew 138.1% to $1.24B, and gross margin reached 33.8%. What the numbers reveal about power demand.
Clarifo Research · Nov 2, 2026
ServiceNow Q3 2026: RPO Growth and the AI Revenue Test
Analysis
ServiceNow Q3 2026: RPO Growth and the AI Revenue Test
ServiceNow delivered $3.99B subscription revenue and $13.65B current RPO in Q3 2026. How should investors measure AI monetization?
Clarifo Research · Nov 2, 2026
Robinhood Q3 2026: Record Revenue and the Trading-Mix Question
Analysis
Robinhood Q3 2026: Record Revenue and the Trading-Mix Question
Robinhood Q3 2026 revenue reached $1.4B while net deposits were $16B. Why trading volumes and customer assets tell different stories.
Clarifo Research · Nov 2, 2026
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Annual report search: one workflow for US filings
Use annual report search to find the latest US filing, verify the page where a 10-K figure appears, and compare source-backed figures in one workflow.
Clarifo Research · Nov 2, 2026
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ChatGPT financial research with source-backed answers
Use ChatGPT for financial research with source-backed answers from covered US and Nordic filings, then verify every figure against the filing page.
Clarifo Research · Nov 2, 2026
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Company financial data Europe: what rules force into filings
Company financial data Europe is shaped by EU accounting, listing, and tax transparency rules, then surfaced in annual filings and notes.
Clarifo Research · Nov 2, 2026
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Financial research in Claude needs source pages
Use financial research in Claude with Clarifo to pull quarterly US filing figures, compare peers, and cite every number back to source pages.
Clarifo Research · Nov 2, 2026
Analysis
Google Search Q3 2026: More Queries, Slower Ad Growth
Google Search revenue rose 12% in Q3 2026 even as query growth reached a five-year high. What Alphabet's earnings call reveals about AI Mode monetization.
Clarifo Research · Nov 2, 2026
Analysis
Alphabet Q3 2026: Why EPS Fell as Operating Profit Rose
Alphabet's Q3 2026 operating profit rose 30%, but diluted EPS fell to $2.12. Follow the equity-investment losses, AI capital spending, and shareholder financing.
Clarifo Research · Nov 2, 2026
Analysis
Chevron Q3 2026: Why Adjusted Free Cash Flow Exceeds FCF by $2.24 Billion
Chevron reported $12.003B of Q3 2026 free cash flow and $14.243B adjusted FCF. Reconcile working capital, asset-sale proceeds and affiliate loan repayments before comparing cash generation.
Clarifo Research · Nov 2, 2026
Analysis
Stora Enso Q3 2026: Adjusted EBIT Up 28%, IFRS Operating Profit Down 80%
Stora Enso's adjusted EBIT rose to €161m in Q3 2026 while IFRS operating profit fell to €47m. The report's adjustment bridge explains why.
Clarifo Research · Nov 1, 2026
Analysis
AbbVie Q3 2026: $3.82 Adjusted EPS Still Includes Acquired R&D
AbbVie reported $2.37 GAAP EPS and $3.82 adjusted EPS in Q3 2026. Both figures include acquired IPR&D expense; the reconciliation explains the difference.
Clarifo Research · Nov 1, 2026
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Company financials API checks for quarterly US coverage
We show how to evaluate a company financials API for quarterly US coverage, fresh filings, and source-backed statements.
Clarifo Research · Oct 30, 2026
Netflix Q3 2026: Higher Margins, but Is Engagement Keeping Up?
Analysis
Netflix Q3 2026: Higher Margins, but Is Engagement Keeping Up?
Netflix Q3 revenue grew 12% and operating margin reached 34.6%. Why engagement, advertising and cash content spending matter.
Clarifo Research · Oct 30, 2026
CoreWeave Q2 2026: A $104B Backlog Meets $640M Interest
Analysis
CoreWeave Q2 2026: A $104B Backlog Meets $640M Interest
CoreWeave Q2 revenue reached $2.58B and its backlog about $104B, but interest expense was $640M. Why AI cloud funding matters.
Clarifo Research · Oct 30, 2026
News
Stockholm stock exchange companies: H1 2026 most purchased names
The H1 2026 most purchased Stockholm-listed names were Sivers Semiconductors, Epiroc and Saab. Nasdaq Stockholm’s OMX Stockholm 30 remains the benchmark index.
Clarifo Research · Oct 30, 2026
Amazon Q3 2026: AWS Accelerated, but Retail Still Matters
Analysis
Amazon Q3 2026: AWS Accelerated, but Retail Still Matters
Amazon Q3 2026 revenue grew to $201.9B as AWS sales accelerated 39.3%. Why operating profit and AI spending deserve equal attention.
Clarifo Research · Oct 30, 2026
ASML Q3 2026: Strong Orders Can Still Mean Delayed Revenue
Analysis
ASML Q3 2026: Strong Orders Can Still Mean Delayed Revenue
ASML's Q3 2026 sales reached €11.7B with a 57.5% gross margin. Why long lead times and capacity plans matter for EUV demand.
Clarifo Research · Oct 30, 2026
Chipotle Q3 2026: Better Traffic, Lower Margins
Analysis
Chipotle Q3 2026: Better Traffic, Lower Margins
Chipotle Q3 2026 comparable sales rose 2.1%, while operating margin fell to 13.7%. Explore the difference between traffic and profit.
Clarifo Research · Oct 30, 2026
Lam Research Q1 FY2027: Equipment Demand Meets Operating Leverage
Analysis
Lam Research Q1 FY2027: Equipment Demand Meets Operating Leverage
Lam Research reported $8.22B September-quarter revenue and a 40% GAAP operating margin. A look at semiconductor equipment operating leverage.
Clarifo Research · Oct 30, 2026
Meta Q3 2026: A Legal Charge, AI Costs and the Margin Puzzle
Analysis
Meta Q3 2026: A Legal Charge, AI Costs and the Margin Puzzle
Meta reported 26% revenue growth but a 20% operating margin in Q3 2026. Separate its $9.89B legal charge from ongoing AI investment.
Clarifo Research · Oct 30, 2026
Oracle FY2027 Q1: What Its $664B Cloud Backlog Really Means
Analysis
Oracle FY2027 Q1: What Its $664B Cloud Backlog Really Means
Oracle's remaining performance obligations reached $664B as IaaS revenue grew 121%. How backlog, AI infrastructure and financing fit together.
Clarifo Research · Oct 30, 2026
PayPal Q3 2026: Why Transaction Margin Matters More Than Volume
Analysis
PayPal Q3 2026: Why Transaction Margin Matters More Than Volume
PayPal Q3 2026 payment volume rose 6% to $487.1B while transaction margin grew just 2%. A closer look at checkout economics.
Clarifo Research · Oct 30, 2026
SoFi Q3 2026: Member Growth Meets Credit and Funding Risk
Analysis
SoFi Q3 2026: Member Growth Meets Credit and Funding Risk
SoFi reported $1.4B net revenue, $241M net income and 17.1M members in Q3 2026. What the results reveal about sustainable profitability.
Clarifo Research · Oct 30, 2026
Tesla Q3 2026: Why Operating Profit Fell as Gross Margin Rose
Analysis
Tesla Q3 2026: Why Operating Profit Fell as Gross Margin Rose
Tesla's Q3 2026 gross margin rose to 19.6%, yet operating profit fell 56%. Trace the R&D, tariff and cash-capex drivers using Clarifo financials and SEC evidence.
Clarifo Research · Oct 30, 2026
UPS Q3 2026: The Margin Gap Behind a Stronger Outlook
Analysis
UPS Q3 2026: The Margin Gap Behind a Stronger Outlook
UPS reported $22.9B Q3 revenue, 7.6% GAAP margin and 9.0% adjusted margin. A close look at impairments and cash flow guidance.
Clarifo Research · Oct 30, 2026
Vertiv Q3 2026: Data-Center Orders Grew Faster Than Sales
Analysis
Vertiv Q3 2026: Data-Center Orders Grew Faster Than Sales
Vertiv's Q3 2026 revenue rose 61% to $4.31B, while organic orders increased over 100%. What the divergence says about capacity.
Clarifo Research · Oct 30, 2026
US Cloud Earnings Q3 2026: AI Growth Meets the Cash Flow Test
Analysis
US Cloud Earnings Q3 2026: AI Growth Meets the Cash Flow Test
Azure, Google Cloud and AWS grew quickly in Q3 2026. Compare Microsoft's, Alphabet's and Amazon's cloud earnings, capex and cash flow using Clarifo and SEC data.
Clarifo Research · Oct 30, 2026
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Nordic company data: where to find it in the primary filings
Reliable Nordic company data comes from the companies' own interim reports, ESEF annual reports and stock exchange releases. Where to download them, how to use the reporting calendar and how to compare peers, with UPM, Stora Enso and Metsä Board.
Clarifo Research · Oct 29, 2026
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8-K earnings release vs 10-Q: which numbers arrive first
The 8-K earnings release is the first publication of a US company's quarter: headline GAAP figures, non-GAAP measures and guidance. The 10-Q follows with full statements, segments and year-to-date cash flow. We walk through Johnson & Johnson's Q3 2026.
Clarifo Research · Oct 29, 2026
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ChatGPT financial research: get answers that cite the filing
ChatGPT financial research is reliable when each figure links to the filing it came from. We show how to ask and how to verify a figure, using Apple's Q3 FY2026 10-Q.
Clarifo Research · Oct 29, 2026
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CEO sentiment index: how we score the tone of 606 CEO reviews
The CEO Barometer is a CEO sentiment index: a 0-100 score of how confidently CEOs of listed companies talk about their business in their own reports. We explain the six themes and checks, and show the Q2 2026 readings.
Clarifo Research · Oct 29, 2026
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Comparing US GAAP and IFRS on a company financials platform
A company financials platform puts US GAAP and IFRS statements in one shape, but presentation, operating profit, leases and cash flow classification still differ. We show what to check, using Cisco and Nokia.
Clarifo Research · Oct 29, 2026
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Annual report search for risk: 10-K Item 1A vs Nordic reports
US risk factors sit in one place, 10-K Item 1A; Nordic risks are spread across the board of directors' report and the notes. We show how to search both, with cited passages from three FY2025-FY2026 reports.
Clarifo Research · Oct 29, 2026
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Tracking Q3 2026 earnings with a company financials platform
As of 28 October 2026, 204 S&P 500 companies had reported Q3 2026 and 152 of the 175 with figures grew revenue. We show how we track the season from filings, with PepsiCo, RTX, General Motors and KONE as examples.
Clarifo Research · Oct 29, 2026
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Company financial data in Europe: what ESEF covers and misses
ESEF makes the primary statements in EU listed companies' annual reports machine-readable, but notes, segments, adjusted measures and quarterly reports remain largely outside it. We show what that means for company financial data in Europe, using UPM-Kymmene's FY2025 figures.
Clarifo Research · Oct 29, 2026
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Helsinki stock exchange companies: Nokia tops FY2025 revenue
Nokia and Neste were the largest Helsinki stock exchange companies by FY2025 revenue, each above EUR 19 billion, followed by Kesko and KONE. Full top 20 of operating companies, in euros, from reported figures.
Clarifo Research · Oct 29, 2026
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Financial data MCP: filing data in Claude and ChatGPT in 3 steps
A financial data MCP connects Claude or ChatGPT to company filings so answers cite their source. Three setup steps, four starter prompts and a worked Walmart example.
Clarifo Research · Oct 29, 2026
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Annual report search: one Microsoft figure across ten 10-Ks
Annual report search works best by concept and with the period pinned. We trace Microsoft's capital expenditures from FY2017 to FY2026 and link each figure to its 10-K.
Clarifo Research · Oct 29, 2026
Behind the Figures: Duolingo's Deferred Revenue Reconciliation
Analysis
Behind the Figures: Duolingo's Deferred Revenue Reconciliation
How to research Duolingo's ASC 606 disclosures with Clarifo, reconcile the $496.2M deferred revenue balance and document reported versus calculated figures.
Clarifo Research · Oct 29, 2026
US GAAP in Practice: Real Company Accounting Examples
Analysis
US GAAP in Practice: Real Company Accounting Examples
Explore US GAAP through real CAVA, Duolingo and Celsius accounting case studies, with separate Behind the Figures research workflows.
Clarifo Research · Oct 29, 2026
ASC 606: Why Duolingo's $496M Is Not Yet Revenue
Analysis
ASC 606: Why Duolingo's $496M Is Not Yet Revenue
Duolingo ended FY2025 with $496.2M in deferred revenue. A real ASC 606 case study on subscription payments, revenue recognition and contract liabilities.
Clarifo Research · Oct 29, 2026
Behind the Figures: CAVA's ASC 842 Lease Reconciliation
Analysis
Behind the Figures: CAVA's ASC 842 Lease Reconciliation
How to use Clarifo to find CAVA's lease note, reconcile $624.9M in future payments to its $466.2M liability, and document ASC 842 findings.
Clarifo Research · Oct 29, 2026
ASC 842 in Practice: CAVA's $625M Lease Commitments
Analysis
ASC 842 in Practice: CAVA's $625M Lease Commitments
CAVA reports $624.9M of future lease payments against a $466.2M operating lease liability. A real ASC 842 case study for understanding restaurant obligations.
Clarifo Research · Oct 29, 2026
Behind the Figures: Celsius's ASC 805 Acquisition Analysis
Analysis
Behind the Figures: Celsius's ASC 805 Acquisition Analysis
A source-first Clarifo workflow to reconcile Celsius's Alani Nu purchase price, intangible assets and goodwill under ASC 805.
Clarifo Research · Oct 29, 2026
ASC 805: Celsius, Alani Nu and the $734M Goodwill Question
Analysis
ASC 805: Celsius, Alani Nu and the $734M Goodwill Question
Celsius's Alani Nu acquisition involved $2.06B in consideration and $734M in goodwill. Explore ASC 805 purchase accounting and intangible valuation.
Clarifo Research · Oct 29, 2026
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ASU 2026-03: contractual sale restrictions now cut fund NAV
Under ASU 2026-03, investment companies within Topic 946 must reflect lock-ups and other contractual sale restrictions as a discount in fair value and disclose it, while banks and operating companies keep the unadjusted quoted price. We show what Wells Fargo, Hercules Capital, Nvidia and Northern Trust disclose today.
Clarifo Research · Oct 29, 2026
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Largest US companies by revenue: Amazon edges out Walmart
Amazon.com, Inc. was the largest US company by revenue in its latest fiscal year at $716.9 billion, just ahead of Walmart Inc. at $713.2 billion. The top 20 US-listed operating companies, each figure checked against the company's 10-K.
Clarifo Research · Oct 29, 2026
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Find, verify and compare annual reports in Clarifo
Use annual report search to open the right filing, check the cited page, and compare companies side by side in Clarifo.
Clarifo Research · Oct 29, 2026
Analysis
Microsoft vs Alphabet: The $27.7B AI Cash Flow Gap
Microsoft generated $18.6B in free cash flow in Q3 2026 while Alphabet reported negative $9.1B. What their AI capex and cloud results reveal.
Clarifo Research · Oct 29, 2026
Anthropic IPO: What Retail Investors Should Check Before Buying
Analysis
Anthropic IPO: What Retail Investors Should Check Before Buying
Anthropic's S-1 reveals rapid revenue growth, a huge non-cash loss and major compute commitments. What retail investors should check before buying ANT.
Clarifo Research · Oct 29, 2026
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Segment revenue data in 10-Ks: how US companies split profit
US companies report revenue and profit by the segments their chief operating decision maker uses (ASC 280), now with significant segment expenses, and separately by geography and product. We read Caterpillar's and Meta's FY2025 10-Ks to show what the split reveals.
Clarifo Research · Oct 29, 2026
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SEC XBRL financial data: what it gives you and what it leaves out
SEC XBRL financial data gives you tagged facts from every 10-K and 10-Q, not a ready time series. What a company financials dataset has to add, shown on Amazon.com, Inc.'s quarterly figures.
Clarifo Research · Oct 29, 2026
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ESEF financial data: how to read an iXBRL annual report
ESEF financial data is the machine-readable layer inside EU listed companies' annual reports. We explain iXBRL tags, the ESEF taxonomy, block-tagged notes and common pitfalls, using KONE's FY2025 report.
Clarifo Research · Oct 29, 2026
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Stockholm stock exchange companies: Volvo tops FY2025 revenue
AB Volvo was the largest of the Stockholm stock exchange companies by FY2025 net sales at SEK 479.2 billion, ahead of Volvo Car AB and Ericsson. The top 20 SEK reporters on Nasdaq Stockholm, plus large listed companies that report in US dollars or euros.
Clarifo Research · Oct 29, 2026
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10-K search: how to find the passage behind a number
A 10-K search works best when you know which Item holds the answer and search by concept rather than keyword. A map of the 10-K, a worked example tracing JPMorgan Chase's 2025 net interest income to its page, and three prompts for Claude and ChatGPT.
Clarifo Research · Oct 29, 2026
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Financial research in Claude: 10 prompts with sourced figures
Ten copy-ready prompts for financial research in Claude, grouped by task, each returning figures linked to the filing. Real results shown for Nvidia and Nokia.
Clarifo Research · Oct 29, 2026
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What an MCP server for financial data should refuse to do
An MCP server for financial data should be read-only, cite the filing behind every figure and name the period. We show what that looks like with a real Microsoft FY2026 answer.
Clarifo Research · Oct 29, 2026
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Nordic company financials: where the reported numbers come from
Nordic company financials are published in IFRS interim reports, annual reports and ESEF files, released as stock exchange releases on a pre-announced calendar. We trace KONE and Atlas Copco's FY2025 figures to their sources.
Clarifo Research · Oct 29, 2026
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US company financials: reading a 10-Q without the YTD trap
A 10-Q reports the income statement for the quarter and the year to date, but the cash flow statement only year to date, and Q4 never gets a 10-Q at all. We show how to read discrete quarters correctly, using Micron's 53-week fiscal 2026.
Clarifo Research · Oct 29, 2026
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Equity research data platform workflow: from filing to model
A five-step modelling workflow on an equity research data platform: find the filing, pull financials, check segments, compare peers and export, worked through on Apple's FY2025 10-K segment data.
Clarifo Research · Oct 29, 2026
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Nordic financial data API: coverage, periods and units explained
A Nordic financial data API has to handle IFRS, EUR and SEK reporting, half-year reports and year-to-date columns. We explain each, using KONE and Atlas Copco's Q3 2026 reports.
Clarifo Research · Oct 29, 2026
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How to check an AI equity research tool answer against the filing
A six-point checklist for checking an AI equity research tool answer against the filing, worked through on Costco's FY2026 revenue, net sales and membership fees.
Clarifo Research · Oct 29, 2026
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CEO sentiment index Q2 2026: what CEOs said about demand
In the quarter ended 30 June 2026 our CEO sentiment index read 61. Technology led at 68; demand language split sharply, from Sandvik's strong mining orders to Dometic's volatile RV market and Castellum's sluggish rental market.
Clarifo Research · Oct 29, 2026
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Company financials API: five checks before you build on one
A company financials API is only as good as its periods, units and sources. Five checks to run before you build on one, shown on Microsoft's fiscal 2026 quarters.
Clarifo Research · Oct 29, 2026
News
Clarifo MCP 1.1 is now live in ChatGPT
Clarifo MCP 1.1 is now available directly in ChatGPT, making it easier to research public companies using verified financial data and original filings. Discover the plugin, compare company financials, search SEC disclosures and explore US and Nordic stocks with source-backed answers.
Clarifo Research · Oct 28, 2026
News
How to use Clarifo in Claude for company research workflows
We now make it easier to move from our research to Claude. The workflow is simple: ask Claude to retrieve, compare and structure material from Clarifo, then keep the source trail visible in your notes. Financial research in Claude becomes more useful when the AI can retrieve actual company filings and financial data instead of relying on its training data. With the Clarifo Claude Connector, you can bring Nordic and US company financials, public filings and peer comparisons directly into your Claude conversations.
Clarifo Research · Oct 28, 2026
Tutorial
How to research Anthropic's IPO filing with Clarifo
Anthropic's S-1 runs to hundreds of pages. We show how to find its restricted stock units, the convertible notes behind the $80.7 billion loss and how it compares with a listed company, using Clarifo Search, Claude or ChatGPT.
Clarifo Research · Oct 28, 2026
Anthropic's IPO: what the S-1 says about how Claude makes money
Analysis
Anthropic's IPO: what the S-1 says about how Claude makes money
Anthropic filed to list on Nasdaq as ANT. Revenue reached $16.3B in H1 2026, compute fell to 55% of revenue, and $72.4B of the $80.7B net loss is a non-cash fair-value charge. Every figure from the S-1.
Clarifo Research · Oct 26, 2026
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How construction companies recognise revenue under IFRS 15
A practical guide to IFRS 15 for construction teams, covering over-time recognition, performance obligations, contract modifications and progress measures. Learn IFRS 15 construction revenue recognition with YIT and NCC examples. Compare reported accounting policies using Clarifo in ChatGPT and Claude.
Clarifo Research · Oct 21, 2026
News
You can now access financial data with Clarifo in ChatGPT and Claude
We have connected financial statement data to our MCP workflow so you can move from source documents to structured figures without leaving Clarifo. The setup is built for faster retrieval, comparison, and reuse across coverage. Financial data is now accessible through Clarifo MCP in ChatGPT and Claude. Retrieve structured financial statements, compare companies and trace reported figures back to their sources.
Clarifo Research · Oct 21, 2026
Analysis
How to use Clarifo to read Nvidia beyond the headline numbers
Nvidia’s filings and results give the figures. We use our workflow to connect those figures to segment mix, customer concentration and capital intensity, so the business behind the numbers becomes clearer.
Clarifo Research · Oct 20, 2026
Analysis
IFRS 18 is coming in 2027. The real challenge is comparing what companies report
IFRS 18 will change how companies present operating profit from 2027. We examine the latest regulatory developments, the challenge of restating 2026 comparatives and how Clarifo helps investors and finance teams investigate source-backed reporting disclosures through ChatGPT and Claude.
Clarifo · Oct 19, 2026
Analysis
Q3 2026 US Earnings: BlackRock, J.B. Hunt & Travelers
BlackRock, J.B. Hunt and Travelers reveal three different earnings stories in Q3 2026. We compare revenue growth, profitability and earnings per share, then show how investors can analyze SEC filings using Clarifo inside ChatGPT, with source-backed research starting at $19.90 per month.
Clarifo Research · Oct 19, 2026
News
Q3 Earnings season opens on a high baseline
Q3 earnings season is underway. We look at the first filing-based S&P 500 results, where revenue growth is holding up, margins are mixed, and many earnings releases are still ahead of the 10-Qs needed for clean comparison.
Clarifo Research · Oct 14, 2026
Inside Clarifo
Equity research data platforms cut filing work
A practical workflow for using an equity research data platform to search filings, verify numbers, compare peers, and turn source-linked answers into workspaces.
Clarifo Research · Oct 14, 2026
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Clarifo as an AI equity research tool for analysts
Clarifo is an AI equity research tool built for cited filings, side-by-side company comparisons, and report-ready outputs across Nordic and US markets.
Clarifo Research · Oct 14, 2026
Analysis
OpenAI’s $50 Billion Revenue Run Rate Raises a Bigger Question: Can AI Capex Keep Scaling?
OpenAI is reportedly approaching a $50 billion annualized revenue run rate. We look at what the latest filings from Microsoft, Oracle, Alphabet, Amazon and Meta say about whether AI monetization is growing fast enough to support the current infrastructure boom.
Clarifo Research · Oct 10, 2026
Analysis
AI Capex Is Rising Faster Than Cash Flow
Microsoft, Alphabet, Meta and Oracle are generating more cash than ever, but AI infrastructure spending is absorbing much of the increase. Nvidia shows the other side of the investment cycle.
Clarifo · Oct 9, 2026
News
Clarifo is now in ChatGPT
Clarifo is now available directly in ChatGPT, bringing source-backed financial research, company filings, financial statements and company comparisons into your ChatGPT workflow.
Clarifo · Oct 8, 2026
Tutorial
Financial Research with Clarifo and Claude: A Practical Workflow
Connect Clarifo to Claude and move from a single question to filing-backed research — reported figures, segment data and source-cited analysis in one workflow.
Clarifo · Sep 22, 2026
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IFRS 16 Works. So Why Is the IASB Reopening Parts of It?
IFRS 16 is working as intended, but some recurring application costs remain higher than expected. We examine what the IASB’s new targeted improvement project means for finance teams.
Clarifo · Aug 10, 2026
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The financial reporting roadmap: what changed and what comes next
A current roadmap of IAS 28, IFRS 20, Risk Mitigation Accounting and ESRS-40a, including key deadlines, effective dates and next actions.
Clarifo · Aug 4, 2026
Analysis
The Nordic construction recovery is real. It arrived through infrastructure first.
Q2 2026 filings show that the Nordic construction recovery is advancing through infrastructure and public projects first, while residential demand remains uneven across Finland and Sweden.
Clarifo · Jul 29, 2026
Analysis
From AI demand to cash flow: what Nokia Q2 actually shows
Nokia’s Q2 shows how AI & Cloud demand moves from orders to revenue, margins and cash flow—and why each stage must be analysed separately.
Clarifo · Jul 27, 2026
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An Accounting Standard Is Not a Static PDF
Accounting standards evolve through issuance, endorsement, implementation and review. Effective reporting research must connect the requirement to its current lifecycle stage.
Clarifo · Jul 24, 2026
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IFRS 18 Reshapes the Income Statement: What Finance Teams Need to Know
A new mandatory income statement structure, management-defined performance measures, and real Nordic company examples — what IFRS 18 means for finance teams before 2027.
Clarifo · Jul 8, 2026
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How to use Clarifo MCP in Claude
How to use Clarifo MCP in Claude Connect Clarifo's Nordic and US financial statement data to Claude and query listed companies in natural language.
Clarifo · Jun 26, 2026
Announcement
Introducing Clarifo - The Data Layer for Nordic and US Equity Research
Clarifo · Jun 9, 2026