review monitoringcompetitor analysissentiment tracking

Market Research API

Monitor reviews, track competitor content, and analyze trends at scale. AlterLab returns clean markdown output optimized for LLM analysis — feed directly to your research pipeline without manual cleaning. From $0.0002/request.

No credit card
SOC 2 aligned
99.9% uptime
Simple Pricing
$1
One dollar
=
5,000
Requests
Pay as you go
No subscriptions
Never expires
2,847,653+
Requests processed this week

Collect Research Data — Feed to LLM

AlterLab returns clean markdown. Pass it directly to your analysis pipeline.

monitor_reviews.py
import requests

# Get competitor reviews as markdown
response = requests.post(
    "https://api.alterlab.io/v1/scrape",
    headers={"X-API-Key": api_key},
    json={
        "url": "https://g2.com/products/competitor",
        "formats": ["markdown", "json"],
    }
)

markdown = response.json()["data"]["markdown"]
# Send to LLM for analysis
trend_feed.py
# Daily industry trend feed
sources = [
    "https://news.ycombinator.com",
    "https://reddit.com/r/MachineLearning",
    "https://competitor.com/blog",
]

batch = requests.post(
    "https://api.alterlab.io/v1/batch",
    headers={"X-API-Key": api_key},
    json={
        "urls": sources,
        "formats": ["markdown"],
    }
)

Building a Market Research Data Pipeline

Collect, clean, and analyze web data with LLMs — automatically.

1

Define Research Sources

Map your information landscape: review platforms (G2, Capterra, Trustpilot), industry news (TechCrunch, vertical publications), competitor websites, Reddit communities, and analyst reports. AlterLab treats each URL the same — no per-domain configuration, no proxy management.

2

Collect Clean Markdown Output

Request markdown format for LLM-ready output. AlterLab strips navigation, ads, and boilerplate — returning only the substantive content. A 50KB product review page becomes 5KB of clean, structured markdown that costs a fraction of the token budget to process.

3

Analyze with LLMs

Feed the markdown to GPT-4, Claude, or any LLM with a research prompt. Extract sentiment scores, identify feature requests, compare competitor positioning, or summarize emerging trends. AlterLab's consistent output makes prompts reusable across different sources without per-site tuning.

4

Build Trend Timelines

Schedule weekly or daily batch runs to build longitudinal datasets. Compare how competitor messaging, customer sentiment, or feature mentions change over time. Trigger alerts when sentiment drops, a competitor adds a feature, or a topic starts trending in your market.

Market Research Use Cases

What analysts and product teams build with AlterLab.

Review Intelligence

Monitor your product and competitor reviews across G2, Capterra, and Trustpilot. Track rating trends, surface common complaints, and identify feature gaps.

Competitive Positioning Analysis

Track competitor landing pages, pricing, and messaging weekly. Detect when they add features, change pricing, or shift positioning before your customers notice.

Consumer Sentiment Tracking

Monitor Reddit, Twitter, and community forums for brand mentions and sentiment signals. Identify emerging issues before they escalate.

Industry Trend Monitoring

Aggregate industry news, analyst reports, and technical publications into a daily digest. Feed to an LLM for trend identification and strategic implications.

Share of Voice Analysis

Track how often your brand vs. competitors appear in relevant publications, communities, and review platforms over time.

Product Feedback Mining

Extract and categorize feature requests, pain points, and workarounds from app stores, support forums, and community discussions.

Market Research API — FAQ

Your first scrape.
Sixty seconds.

$1 free balance. No credit card. No SDK.Just a POST request.

terminal
curl -X POST https://api.alterlab.io/v1/scrape \
-H "X-API-Key: YOUR_KEY" \
-H "Content-Type: application/json" \
-d '{"url": "https://example.com", "formats": ["markdown"]}'

No credit card required · Up to 5,000 free scrapes · Balance never expire