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Finance Analysis · Agent Skill · Earnings Season

Earnings Season Weapon: AI Agent Auto-Generates Analyst-Grade Briefs in 4 Minutes

2,000+ earnings calls every quarter. Your AI agent reads every transcript, extracts what matters, and delivers a structured analyst brief — in 4 minutes, not 3 hours.

3hrs→4min
2,000+
S&P 500 earnings calls per quarter
6
structured sections per brief
~¥2.90
per earnings call brief
Install the Skill →See a Sample Brief

Earnings Season Is Every Investor's Nightmare

📅 2026 Q2 Earnings Season · Peak Day
──────────────────────────────────────────
07:00  MSFT earnings release (pre-market)
07:30  GOOGL earnings call begins (54 min)
09:30  Market opens — heavy volatility
14:00  META earnings call begins (61 min)
16:00  AAPL earnings release (after-market)
16:30  AAPL earnings call begins (48 min)
18:00  AMZN earnings release (after-market)
──────────────────────────────────────────
Earnings calls to process today: 5
Estimated manual processing time: 15 hours
⏰

Not Enough Time

5 major holdings reporting on the same day. Manual processing is impossible — you're forced to skip several.

👁️

Key Signals Missed

Subtle language shifts in management remarks, hidden info in analyst Q&A — easily overlooked when exhausted.

📄

Inconsistent Format

Different companies, different call structures. Manual notes vary in format — cross-company comparison is nearly impossible.

Watch the Agent Process a Real Earnings Call

Real transcript. Real analysis. 4 minutes.

Q
OpenClaw Agent · qveris-earnings-call-brief skill active
Claude 4 · QVeris Routing
Generate a brief for Apple (AAPL) Q2 FY2026 earnings call. Focus on AI business progress and next-quarter guidance.
🔧 finance.earnings → AAPL Q2 FY2026 ✓ 380ms · 8cr 🔧 finance.transcript → AAPL Q2 call ✓ 920ms · 12cr 🔧 finance.analyst_ratings → AAPL ✓ 290ms · 4cr 🔧 market.stock_reaction → AAPL +AH ✓ 180ms · 2cr 🔧 market.news_search → AAPL earnings ✓ 220ms · 3cr
Analyzing transcript · extracting guidance · mapping analyst Q&A · 29 credits total...
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
EARNINGS CALL BRIEF
Apple Inc. (AAPL) · Q2 FY2026
Call Date: 2026-05-01 | Generated: 4min 12sec | QVeris Credits: 29 (~¥2.90)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
① Financials vs Consensus
   Revenue: $95.4B actual vs $93.8B est ↑Beat +1.7%
   EPS: $1.65 actual vs $1.61 est ↑Beat +2.5%
   Gross Margin: 47.1% vs 46.5% QoQ ↑+0.6pp

② Management Key Remarks
   ▸ CEO Tim Cook: "AI feature adoption on iPhone
     exceeding expectations, driving earlier upgrade cycles"
   ▸ CFO: "Services revenue at all-time high,
     subscribers surpassed 1 billion"
   ▸ Sentiment: Clearly Bullish 🟢

③ Guidance vs Consensus
   Revenue Guide: $97-101B vs $96.5B est ↑Above
   GM Guide: 47.5-48.5% vs 47.2% est ↑Above

④ Analyst Q&A Highlights (Top 3)
   Q [Morgan Stanley]: AI impact on ASP?
   A: Management hints Pro mix at all-time high
   Q [Goldman Sachs]: China competitive pressure?
   A: Acknowledges pressure, highlights services offset
   Q [Citi]: Buyback program continuing?
   A: Confirms new $90B repurchase authorization

⑤ Market Reaction
   After-Hours: +3.2% → $198.40
   Options IV: Declined (as expected)
   Analyst Moves: 5 target price upgrades (same day)

⑥ QVeris Data Sources
   finance.earnings → Edgar Direct · 380ms
   finance.transcript → Bloomberg · 920ms
   market.stock_reaction → Cboe · 180ms
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
AI Agent Earnings Call Brief — Transcript to 6-Section Analyst Brief

The 6 Brief Sections — Every One Essential

01

Financials vs Consensus

Actual revenue/EPS/gross margin vs Wall Street consensus, auto-flagged beat/miss percentages — no manual consensus lookup needed.

Data: finance.earnings · finance.fundamentals
02

Management Key Remarks

Extracts CEO/CFO key statements, AI judges overall tone (bullish/neutral/cautious), captures language shifts from the prior quarter.

Data: finance.transcript
03

Guidance vs Consensus

Management guidance ranges auto-compared to market expectations. Instant "beat / in line / below" judgment — the first thing traders check.

Data: finance.earnings · finance.analyst_ratings
04

Analyst Q&A Highlights

Q&A is where information density peaks. Agent extracts top 3-5 exchanges, flags topics management dodges or emphasizes — the most valuable section for pros.

Data: finance.transcript
05

Market Reaction

After-hours price movement, options IV change, immediate analyst rating moves — how the market is actually pricing this earnings release.

Data: market.stock_reaction · market.news_search
06

Data Source Trail

Every data point carries QVeris execution ID, data vendor, and response time — fully traceable, compliance-team friendly audit trail built in.

Data: QVeris audit trail

Earnings Season Workflow: 5 Calls → 5 Briefs

Multiple companies reporting the same day? Agent processes them in parallel while you grab coffee.

User prompt
"MSFT GOOGL META AAPL AMZN all reported today. Generate an earnings call brief for each."
Processing 5 earnings calls in parallel...

✓ MSFT Q3 FY2026 brief — completed 4min 02sec
✓ GOOGL Q1 2026 brief — completed 4min 18sec
✓ META Q1 2026 brief — completed 3min 55sec
✓ AAPL Q2 FY2026 brief — completed 4min 12sec
✓ AMZN Q1 2026 brief — completed 4min 31sec

Total: 5 briefs · 145 credits · 20min 58sec
(vs manual: ~15 hours)

Time saved today: 14hrs 39min
Manual (5 calls)
15 hours
AI Agent
21 min

Saved: 14hrs 39min

Covers Major Global Markets

🇺🇸 US Equities

Full S&P 500 coverage · NASDAQ · Dow Jones components. Pre-market and after-hours earnings processed instantly.

Sources: Edgar Direct · Bloomberg · FactSet

🇭🇰 Hong Kong Stocks

Hang Seng Index constituents · HKEx-listed annual/interim reports. Bilingual Chinese-English calls supported.

Sources: HKEx · Bloomberg

🇨🇳 China A-Shares

CSI 300 constituents · SSE/SZSE-listed quarterly reports. Performance briefing summaries in Chinese.

Sources: Wind · Hithink RoyalFlush · East Money

🇪🇺 European Markets

DAX · CAC40 · FTSE 100. English, German, and French calls supported. IFRS financial format compatible.

Sources: Refinitiv · Bloomberg

Install in 60 Seconds — Ready for the Next Call

Step 01

Sign Up for QVeris (Free)

1,000 free credits included — enough for ~34 earnings call briefs. No credit card required.

Sign Up Free →
Step 02

Install the Earnings Call Brief Skill

openclaw skills install qveris-earnings-call-brief
# Install the QVeris earnings call brief skill:
https://qveris.ai/skills/qveris-earnings-call-brief/agent.md
# Set your API key:
QVERIS_API_KEY=your-key-here
$ qveris discover "earnings call brief"
→ qveris-earnings-call-brief ✓
$ qveris call qveris-earnings-call-brief \
  --params '{"ticker":"AAPL","quarter":"Q2FY2026"}'
Step 03

Process Your First Earnings Call

# Tell your agent:
"Generate an earnings call brief for [Company]"

# Or specify the quarter:
"Brief NVDA Q4 FY2026 earnings call,
focus on data center business guidance"

# Agent outputs:
✓ Financials vs consensus
✓ Management remarks + sentiment
✓ Guidance vs market expectations
✓ Analyst Q&A highlights (Top 5)
✓ Market reaction
✓ Full data source trail

vs Traditional Manual Processing

Manual ProcessingAI Agent + This Skill
Single Call Time2-3 hours4 minutes
5 Same-Day Calls~15 hours~21 minutes
Management Tone AnalysisSubjective judgmentAI structured + sentiment label
Analyst Q&A ExtractionManual note-takingAuto-ranked Top Q&A
Guidance vs ConsensusManually check consensusAuto-compare + deviation flags
Data ProvenanceNoneEach data point with execution ID
Cross-Company ComparisonInconsistent formats, hardUniform format, instantly comparable
Cost per BriefAnalyst hourly cost~¥2-3 / brief

1,000 signup credits = ~34 earnings call briefs. Top up during peak season, zero cost during off-season.

Frequently Asked Questions

Which companies' earnings calls can the AI Agent process?
Through QVeris, the agent can process earnings calls from US-listed companies (full S&P 500 coverage), Hong Kong stocks, China A-shares, and major European markets. Data sources include Bloomberg →, FactSet, Edgar Direct, and other institutional-grade providers. Chinese-language calls are fully supported.
How much does it cost to process one earnings call?
A standard earnings call brief calls approximately 5 QVeris capabilities, consuming about 29 credits (~¥2.90). New users receive 1,000 free credits on signup — enough for approximately 34 complete earnings call briefs — with no credit card required.
Can the AI detect subtle changes in management language?
Yes. The Earnings Call Brief Skill performs sentiment analysis on management statements (bullish/neutral/cautious), compares language with the previous quarter, and flags key wording changes — exactly the part analysts value most but which takes the most time to do manually.
Can it process multiple companies' earnings calls simultaneously?
Yes. Tell the agent which companies you need, and it will process multiple calls sequentially or in parallel, outputting uniformly formatted briefs for easy cross-company comparison. Five earnings calls take approximately 20 minutes, versus 15 hours manually.
What export formats are supported for the earnings briefs?
Agent output is structured text that can be copied directly or exported as Markdown or PDF. Briefs can also be auto-delivered via agent workflows to email, Slack, Lark (Feishu), DingTalk, and other channels for automated earnings brief distribution.

Next Earnings Call — Done in 4 Minutes

Install in 60 seconds. 1,000 free credits on signup = ~34 earnings briefs. No credit card required.

openclaw skills install qveris-earnings-call-brief

Single-day peak season capacity: 20+ calls vs 40-60 hours manually

~34 Free Briefs

with 1,000 signup credits (~¥2.90 per brief)

View Skill Details →Sign Up Free for API Key