Finance Analysis · Agent Skill · Earnings Season
Earnings Call Briefs in 4 Minutes
Analysis With Evidence
Turn transcripts, estimates, guidance, Q&A, reactions, and sources into an analyst-ready brief.
3hrs→4min
2,000+
S&P 500 earnings calls per quarter
6
structured sections per brief
~¥2.90
per earnings call 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
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.
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 iPhoneexceeding 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 ↑AboveGM 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% → $198.40Options IV: Declined (as expected)
Analyst Moves: 5 target price upgrades (same day)
⑥ QVeris Data Sources
finance.earnings → Edgar Direct · 380msfinance.transcript → Bloomberg · 920ms
market.stock_reaction → Cboe · 180ms
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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
✓ 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)
(vs manual: ~15 hours)
Time saved today: 14hrs 39min
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:
/guides/skill-earnings-call-brief/agent.md
# Set your API key:
QVERIS_API_KEY=your-key-here
/guides/skill-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"}'
→ 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
"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 Processing | AI Agent + This Skill | |
|---|---|---|
| Single Call Time | 2-3 hours | 4 minutes |
| 5 Same-Day Calls | ~15 hours | ~21 minutes |
| Management Tone Analysis | Subjective judgment | AI structured + sentiment label |
| Analyst Q&A Extraction | Manual note-taking | Auto-ranked Top Q&A |
| Guidance vs Consensus | Manually check consensus | Auto-compare + deviation flags |
| Data Provenance | None | Each data point with execution ID |
| Cross-Company Comparison | Inconsistent formats, hard | Uniform format, instantly comparable |
| Cost per Brief | Analyst 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.
财报季，是每个投资人的噩梦
📅 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)
──────────────────────────────────────────
今天需要整理：5场电话会
预计手动整理时间：15小时
预计手动整理时间：15小时
时间根本不够
同一天 5 家重仓股同时发财报，手动整理根本来不及，只能选择性放弃几家。
关键信号容易漏
管理层措辞的细微变化、分析师问答中的隐藏信息，疲惫状态下很容易忽略。
格式不统一难对比
不同公司电话会结构不同，手动整理的格式各异，跨公司横向对比效率极低。
看 Agent 实际处理一场电话会
真实纪要。真实分析。4分钟。
帮我整理苹果公司（AAPL）最新一季财报电话会的核心信息，重点关注 AI 业务进展和下季度指引。
🔧 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
分析纪要中 · 提取指引 · 匹配分析师问答 · 共 29 credits...
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
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 iPhoneexceeding 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 ↑AboveGM 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% → $198.40Options IV: Declined (as expected)
Analyst Moves: 5 target price upgrades (same day)
⑥ QVeris Data Sources
finance.earnings → Edgar Direct · 380msfinance.transcript → Bloomberg · 920ms
market.stock_reaction → Cboe · 180ms
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
简报的 6 个模块，缺一不可
01
财务数据 vs 预期
实际收入/EPS/毛利率与华尔街共识对比，自动标注超预期/低于预期幅度，无需手动查 consensus 数字。
Data: finance.earnings · finance.fundamentals
02
管理层核心表态
提取 CEO/CFO 关键表述，AI 判断整体措辞情绪（乐观/中性/谨慎），捕捉与上季度措辞的变化。
Data: finance.transcript
03
下季度指引 vs 预期
管理层给出的指引区间与市场预期自动对比，立即判断「超预期/符合/低于预期」——交易员最先看的部分。
Data: finance.earnings · finance.analyst_ratings
04
分析师问答精华
Q&A 环节信息密度最高，Agent 提取 Top 3-5 问答，重点标注管理层回避或强调的主题——专业人士最看重的部分。
Data: finance.transcript
05
市场即时反应
盘后股价变动、期权隐波变化、分析师即时评级调整——市场如何为这份财报定价。
Data: market.stock_reaction · market.news_search
06
数据来源追踪
每条数据附 QVeris 执行 ID、数据供应商、响应时间——全程可追溯，合规团队友好。
Data: QVeris audit trail
财报季工作流：从5场电话会到5份简报
同一天多家公司发财报？Agent 并行处理，你喝咖啡。
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
✓ 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)
(vs manual: ~15 hours)
今日节省：14小时39分钟
节省：14小时39分钟
覆盖全球主要市场财报
🇺🇸 美股
S&P 500 全覆盖 · 纳斯达克 · 道琼斯成分股。盘前/盘后财报即时处理。
Sources: Edgar Direct · Bloomberg · FactSet
🇭🇰 港股
恒生指数成分股 · 港交所上市公司年报/中报。支持中英文双语电话会。
Sources: HKEx · Bloomberg
🇨🇳 A股
沪深300成分股 · 上证/深证上市公司季报。中文业绩说明会纪要。
Sources: Wind · Hithink RoyalFlush · East Money
🇪🇺 欧洲主要市场
DAX · CAC40 · FTSE 100。支持英/德/法语电话会。IFRS 财报格式兼容。
Sources: Refinitiv · Bloomberg
60秒装好，赶上下一场财报
步骤 02
安装财报电话会简报 Skill
openclaw skills install qveris-earnings-call-brief
# Install the QVeris earnings call brief skill:
/guides/skill-earnings-call-brief/agent.md
# Set your API key:
QVERIS_API_KEY=your-key-here
/guides/skill-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"}'
→ qveris-earnings-call-brief ✓
$ qveris call qveris-earnings-call-brief \
--params '{"ticker":"AAPL","quarter":"Q2FY2026"}'
步骤 03
整理第一场电话会
# 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
"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
| 手动整理 | AI Agent + 此 Skill | |
|---|---|---|
| 单场用时 | 2-3 小时 | 4 分钟 |
| 5场同日财报 | 约 15 小时 | 约 21 分钟 |
| 管理层语气分析 | 主观判断 | AI 结构化提取 + 情绪标注 |
| 分析师问答提取 | 手动记录 | 自动排序 Top Q&A |
| 指引 vs 预期对比 | 手动查 consensus | 自动对比 + 偏差标注 |
| 数据来源追踪 | 无 | 每条数据附执行 ID |
| 跨公司横向对比 | 格式不统一难对比 | 统一格式，即时可比 |
| 单份成本 | 分析师人力成本 | 约 ¥2-3 / 份 |
1,000 注册 credits = 约 34 场财报电话会简报。财报季高峰期按需充值，闲时零成本。
常见问题
AI Agent 能整理哪些公司的财报电话会？
通过 QVeris，Agent 可以处理美股（S&P 500 全覆盖）、港股、A 股及欧洲主要市场的上市公司财报电话会。数据来源包括 Bloomberg →、FactSet、Edgar Direct 等机构级供应商，中文电话会同样支持。
整理一场财报电话会需要多少费用？
一份标准财报简报调用约 5 个 QVeris 能力，消耗约 29 credits（约 ¥2.90）。新用户注册赠送 1,000 credits，约可整理 34 场完整财报电话会，无需信用卡。
AI 能捕捉管理层措辞的细微变化吗？
是的。Earnings Call Brief Skill 会对管理层表态做情绪分析（乐观/中性/谨慎），并与上季度措辞进行对比，标注关键措辞变化——这正是分析师最看重但最耗时的部分。
可以同时处理多家公司的财报吗？
可以。告诉 Agent 需要处理的公司列表，Agent 会依次或并行处理多场电话会，输出格式统一的简报便于横向对比。5场电话会约需 20 分钟，vs 手动 15 小时。
财报简报支持导出什么格式？
Agent 输出结构化文本，可直接复制或导出为 Markdown/PDF。也可通过 Agent 工作流自动推送到邮件、飞书、Slack、钉钉等渠道，实现财报简报自动分发。