fintopic.

Guide · 7 min read · updated 1 Oct 2026

Detecting developing stories

A story is moving when more outlets pick it up, faster. Rank developments by velocity, check their breadth, and follow one from first report to peak.

On this page
  1. Rank by velocity
  2. What the market is picking up right now
  3. Follow one story

A single headline is noise; the same development reported by twenty outlets in an afternoon is an event. Finance Pulse already groups statements into topics (developments), so detecting a developing story comes down to two numbers per topic: how fast it is growing, and how many independent outlets carry it.

Rank by velocity

sort=velocity orders topics by their statements in the last 24 hours. Each topic also carries statements_4h, its total statements in the window and sources, the distinct outlets:

You need a RapidAPI key to run the examples: the free plan is enough.

curl
curl -G https://finance-pulse.p.rapidapi.com/v2/topics \
  --data-urlencode "sort=velocity" --data-urlencode "min_statements=5" --data-urlencode "limit=20" \
  -H "X-RapidAPI-Key: YOUR_RAPIDAPI_KEY" -H "X-RapidAPI-Host: finance-pulse.p.rapidapi.com"
Output · captured 1 Oct 2026 11:34 UTC
 24h   4h  outlets  total  topic
  19    9       24     73  Bond yields hit multi-decade highs
  19    2       15     21  U.S. economy growth slowed to 1.5% in the second quarter
  18    5       20     42  Micron Technology's record Q3 FY2026 revenue of $41.5 billion
  17    6        5     24  Nifty 50 and Sensex hit worst monthly drops in 8 years
  15    8       43    139  30-year Treasury yield breaks 5%
  13   13        9     22  Eurozone manufacturing PMI reaches 47-month high
  13    6       42    188  Oil prices slide to 2-week lows
  12    0        1     22  Micron Technology's record fiscal third-quarter 2026 results
  12    1       12     13  South Korea approves $350 billion U.S. investment pact
  11    0        1     11  Gabelli Investment Management Firm releases Mini Mites Fund, Value 25 Fund, and Dividend Growth Fund second-quarter 2026 investor letters

Velocity alone is not enough. Two entries come from one outlet (a Micron results topic and a fund release with a single source each): one site publishing a long article produces many statements. Filter on breadth:

Python
import requests

API = "https://finance-pulse.p.rapidapi.com"
HEADERS = {"X-RapidAPI-Key": "YOUR_RAPIDAPI_KEY", "X-RapidAPI-Host": "finance-pulse.p.rapidapi.com"}

topics = requests.get(f"{API}/v2/topics", headers=HEADERS,
                      params={"sort": "velocity", "min_statements": 5, "limit": 20}).json()["data"]
developing = [t for t in topics if t["sources"] >= 5 and t["statements_4h"] >= 3]
for t in developing:
    print(f"{t['sources']:>3} outlets  {t['statements_4h']:>2} in 4h  {t['name']}")
Output · captured 1 Oct 2026 11:34 UTC
 24 outlets   9 in 4h  Bond yields hit multi-decade highs
 20 outlets   5 in 4h  Micron Technology's record Q3 FY2026 revenue of $41.5 billion
  5 outlets   6 in 4h  Nifty 50 and Sensex hit worst monthly drops in 8 years
 43 outlets   8 in 4h  30-year Treasury yield breaks 5%
  9 outlets  13 in 4h  Eurozone manufacturing PMI reaches 47-month high
 42 outlets   6 in 4h  Oil prices slide to 2-week lows
 16 outlets   5 in 4h  Micron Technology's AI memory demand surge
 17 outlets   4 in 4h  S&P 500 Index falls 0.42% today
 21 outlets   6 in 4h  Bitcoin price surges past $87,000

What the market is picking up right now

/v2/trending is the API's own selection, ranked by distinct outlets: the live list covers the last two hours, and every topic carries its labels for the 2-hour slots in which it trended over the past week. kind=live returns just the live list:

Output · captured 1 Oct 2026 11:34 UTC
#1   4 outlets in the last 2 h  (4 in total)  McCormick Foods beats estimates
#2   4 outlets in the last 2 h  (24 in total)  Bond yields hit multi-decade highs
#3   4 outlets in the last 2 h  (42 in total)  Oil prices slide to 2-week lows
#4   3 outlets in the last 2 h  (3 in total)  US corporate profit boom slowing
#5   3 outlets in the last 2 h  (3 in total)  US administration demands emergency fuel reserves from Germany and France
#6   3 outlets in the last 2 h  (3 in total)  China's AI robot market expands with E-Home's new service
#7   3 outlets in the last 2 h  (3 in total)  UK factories report growing inflation pressures
#8   3 outlets in the last 2 h  (3 in total)  Volatility control funds near record equity exposure
#9   3 outlets in the last 2 h  (7 in total)  Global bond markets extend sell-off on inflation fears
#10  2 outlets in the last 2 h  (2 in total)  Bahrain hosts fourth Gateway Gulf event

Each item also carries its newest statement, with its image when the article had one, so one request is enough to render a front page. fintopic.news is built this way.

Follow one story

Take the top developing story and look inside it:

Python
story = requests.get(f"{API}/v2/topics/{developing[0]['id']}", headers=HEADERS).json()["data"]
print(story["name"], "|", story["statements"], "statements,", story["sources"], "outlets")
print("sentiment", story["sentiment"], "| source mix", story["source_mix"])
Output · captured 1 Oct 2026 11:34 UTC
Bond yields hit multi-decade highs | 73 statements, 24 outlets
sentiment {'bullish': 0, 'bearish': 58, 'neutral': 15} | source mix {'news': 68, 'speculative': 5}

Then its life, hour by hour, from /v2/series?topic_id=…&interval=hour:

“Bond yields hit multi-decade highs”: 34 statements as the story spread.GET /v2/series?topic_id=388ab791-d24e-4d46-9b4c-d1919d448c2b&interval=hour&since=2026-09-25T11:00:00Z · captured 2026-10-01 11:34 UTC
Data table
hour (UTC)statementssources
2026-09-25T20:0011
2026-09-26T13:0011
2026-09-27T13:0011
2026-09-28T08:0011
2026-09-28T10:0011
2026-09-28T12:0011
2026-09-28T20:0011
2026-09-28T21:0011
2026-09-29T02:0011
2026-09-29T04:0033
2026-09-29T15:0011
2026-09-30T08:0011
2026-09-30T10:0011
2026-09-30T12:0022
2026-09-30T15:0011
2026-09-30T16:0011
2026-09-30T17:0011
2026-09-30T19:0011
2026-09-30T20:0011
2026-09-30T21:0022
2026-10-01T02:0011
2026-10-01T07:0011
2026-10-01T08:0011
2026-10-01T09:0066
2026-10-01T10:0011

The shape is typical: a first report, a quiet stretch, then a burst as more outlets pick it up. The burst, in outlets rather than statements, is what to alert on: wire /v2/feed?topic_id=… (see the feed guide) to the topics that pass your breadth filter.

Run this yourself: get a free API key on RapidAPI ↗. The free plan is enough for every example in this guide.