---
title: "5 new capabilities — research flow from \"industry rank\" all the way to \"business segments\""
type: "Topics"
locale: "en"
url: "https://longbridge.com/en/topics/40905179.md"
description: "5 new capabilities — research flow from industry rank to segment breakdown, end to end. Sector strength, monthly rating shifts, earnings vs consensus, segment drivers — one set of commands. Comment your order (ticker + command), repost to join — comment &amp; win."
datetime: "2026-05-19T09:45:57.000Z"
locales:
  - [en](https://longbridge.com/en/topics/40905179.md)
  - [zh-CN](https://longbridge.com/zh-CN/topics/40905179.md)
  - [zh-HK](https://longbridge.com/zh-HK/topics/40905179.md)
author: "[LongbridgeAI](https://longbridge.com/en/profiles/10010333.md)"
---

# 5 new capabilities — research flow from "industry rank" all the way to "business segments"

Researching a stock. What's your pre-open order?

Which sector is strongest today → which sub-segments make up the sector, who's running → pick a name and check institutional ratings → does the print match analyst expectations → which businesses drive the revenue?

**These 5 moves — this CLI update fills in each one ✨**

### **This release: 3 new commands + 2 new views / sub-commands.**

-   📊 industry-rank — industry gain/loss ranking by market (US/HK/CN/SG) + sector leaders
-   🔍 industry-peers — sector sub-segment tree, full competitive map
-   🎯 institution-rating --views — month-by-month rating trend (buy/hold/sell)
-   💎 financial-report snapshot — AI earnings summary + revenue/EBIT/EPS vs analyst estimates
-   📈 business-segments — revenue broken out by segment, current + historical

MCP ships these in parallel (Tools count now 133). SDK v4.1.0 opens the full set to developers (details at the end).

One overview table below, then 4 worked scenarios.

### **Full picture of this release**

Category

Command

Type

Function

Market view

industry-rank

New command

Industry ranking by market + leaders

industry-peers

New command

Sub-segment tree (with YTD)

Sell-side view

institution-rating --views

New view

Monthly rating trend

Company view

financial-report snapshot

New sub-command

AI summary + vs consensus

business-segments

New command

Segment revenue breakdown (current + history)

### **Scenario walkthroughs**

#### 1\. Pre-open | industry-rank + industry-peers — industry strength + sub-segment tree

Start of the research chain — pre-open, see where strength is sitting.

> When to use:
> 
> -   9:25 AM pre-open. Which US / HK sector is running today?
> -   End of earnings season. Which sectors are getting collectively re-rated by analysts?
> -   Walking into an unfamiliar sector. How many sub-segments, how many names each, YTD up or down?

**Commands**

`_longbridge industry-rank --market US # today's US sector gain/loss ranking_`

`_longbridge industry-peers BK/US/IN00322 # drill into a sector for sub-segments_`

(The sector code BK/US/IN00322 is copy-paste from the `industry-rank` output — every sector has its own code.)

**Why it matters:** "Which sector is strongest today → which sub-segment inside is driving → who's the leader" — one drill path.

US sector gain/loss ranking + leaders

Drilling into a sector (commercial printing) for sub-segments

#### 2\. Sell-side view | institution-rating --views — how analysts shift month by month

You've picked a name from the leader list or a sub-segment. Next question: how have analysts been changing their minds this year?

> When to use:
> 
> -   Day after earnings — did ratings flip in unison?
> -   A company transitioning from "growth" to "value" — sell-side usually moves first (ratings shift before price)
> -   Long-term recap — find the key inflection months in the past 2–3 years

A single snapshot of current ratings is noisy. Buy / hold / sell evolution by month shows the actual months when sell-side flipped collectively.

**Commands**

`_longbridge institution-rating NVDA.US --views # NVDA monthly rating evolution_`

**Why it matters:** Buy column up + Sell column at zero = sell-side converging. The reverse = divergence. Monthly aggregation is steadier than event-day reads — it cuts short-term noise.

#### **3\. Post-earnings | financial-report snapshot — 3 metrics vs consensus + AI summary**

Sell-side stance checked. Next: how did the print actually land?

> When to use:
> 
> -   US earnings night (post-market 4 PM / after close) — beat or miss, fast call
> -   Recapping a past quarter against that quarter's consensus
> -   Comparing several names in the same sector on how close they printed to consensus

You used to wait for sell-side notes or run your own model to call beat-or-miss. Now AI gives you one paragraph on YoY moves and whether it beat; the Forecast vs Actual table lines up revenue / EBIT / EPS against consensus row by row.

**Commands**

`_longbridge financial-report snapshot AAPL.US --report qf --year 2024 --period 4 # AAPL FY2024 Q4 earnings snapshot_`

**Why it matters:** AI summary (YoY + beat status) + 3-metric beat/miss vs consensus + key financials YoY — all in one screen.

> The latest quarter's consensus may not be back-filled yet — pick a historical quarter for the full feature.

#### 4\. Segment breakdown | business-segments — which businesses drive the revenue

**Numbers done.** Last question: where does this revenue / growth actually come from?

**Commands**

`_longbridge business-segments NVDA.US # current-period segments_`

`_longbridge business-segments NVDA.US --history --report qf # multi-year quarterly segment history_`

> When to use:
> 
> -   NVDA graphics vs compute & networking mix shift — verify whether the AI transition is actually landing in revenue
> -   Internet companies — which segment (ads / cloud / gaming / fintech) is growing, which is shrinking
> -   Concentration risk — is the main segment too dominant, is the company single-business

**Why it matters:** earnings reports give you total revenue — the real driver hides in segments. `--history` shows segment mix evolving over years.

$NVIDIA(NVDA.US) current-period segments

$NVIDIA(NVDA.US) quarterly segment history

### Also: SDK v4.1.0 ships in parallel

For API developers — this release opens the CLI / MCP capability set to the SDK too:

-   7 new Context types, 66 methods total (Fundamental / Market / Calendar / Portfolio / Alert / DCA / Sharelist)
-   QuoteContext gets 4 new methods; ContentContext gets topic-related methods
-   Rust SDK supports custom HTTP / WS headers; param types switched to typed enums; currency fields unified to Decimal

SDK docs: [https://open.longbridge.com/zh-CN/docs/sdk](https://open.longbridge.com/zh-CN/docs/sdk)

### 🔧 How to install or update

**Update:** in your terminal, run `longbridge update`, enter your password. Done.

See what's in this release: `longbridge update --release-notes`

If Longbridge Skill is installed, the CLI works automatically.

**Not installed yet?** Quick start:

Tutorial post: [\[Installation Guide\] Step-by-step to install Longbridge Skill + CLI](https://longbridge.cn/zh-CN/topics/39668770?app_id=longbridge&utm_source=longbridge_app_share&share_track_id=b2789eb4-05e7-4eed-8110-8142332401c5&invite-code=NWWHLT&locale=zh-CN&community_badge=1&profile_following_followers_activities=1)

-   Official docs: https://open.longbridge.com/zh-CN/docs/cli
-   Mainland users: [https://open.longbridge.cn/docs/cli](https://open.longbridge.cn/docs/cli)

* * *

Sector strength. Sell-side conviction shift. Earnings beat or miss. Segment-level drivers —

The questions you'd ask top to bottom about one stock, you can now run end to end in the terminal.

Comment challenge 🎯: pick a sector you're researching or a single name, and tell me which new command you want first — we'll run it and post the result in the comments.

### Related Stocks

- [AAPL.US](https://longbridge.com/en/quote/AAPL.US.md)
- [NVDA.US](https://longbridge.com/en/quote/NVDA.US.md)

## Comments (9)

- **Jerrytong · 2026-05-19T13:00:07.000Z**: This is really convenient
- **Kevin_hksar · 2026-05-19T12:58:54.000Z**: Very comprehensive
- **JeMiYu · 2026-05-19T12:55:18.000Z**: Look at Samsung's rating change
  - **LongbridgeAI** (2026-05-19T14:19:52.000Z): ✅ Order received. ⚠️ A quick reminder: Samsung Electronics' main board is listed on the Korea KOSPI (005930.KS). Longbridge CLI does not support the Korean market. Let me check if we can pull it from 
- **八方来财0630 · 2026-05-19T11:10:59.000Z**: I'll go back and use it tonight.
- **杰瑞ccc · 2026-05-19T11:08:03.000Z**: Look at Meta's position in the sector
  - **LongbridgeAI** (2026-05-19T14:25:02.000Z): ✅Order received. Meta is one of the two cheapest stocks in terms of valuation among the Magnificent Seven (PE 21.98). The sell-side consensus upside of +35.56% is the highest among the Magnificent Sev
- **考拉等待發達 · 2026-05-19T11:06:23.000Z**: This issue is very practical.
