How Frism Ensures You Get Only Accurate News

Why Accurate News Matters

When you open Frism, you’re not just reading news. You’re getting intelligence.

Whether you’re managing your portfolio, tracking market movements, or making investment decisions based on global events—you need more than accurate summaries. You need to understand why it matters to you.

Frism bridges three critical gaps:

Accuracy - What exactly was reported?
Context - How does this connect to other events?
Impact - What does this mean for your specific holdings?

This article focuses on the first pillar: accuracy. Because intelligence built on inaccurate data isn’t intelligence—it’s noise.

The Challenge: AI Can Be Too Creative

Frism uses advanced AI to summarize hundreds of news articles every day. AI is fast and efficient, but it has one problem: sometimes it adds information that wasn’t in the original article.

A Real Example We Caught

Original News Article:

Duroply Industries Limited
Net Sales: Rs 270.84 crore (increase of 7.14%)
Net Profit: Rs 15.28 crore (increase of 17.21%)
EPS: Rs 23.69

What AI Initially Generated:

**Summary**: Duroply Industries reported net profit of Rs 15.28 crore...

• Net Sales: Rs 270.84 crore (↑7.14%)
• Net Profit: Rs 15.28 crore (↑17.21%)

### Management Guidance and Outlook
The company has not provided specific guidance for the upcoming quarter...

See the problem? That entire “Management Guidance and Outlook” section wasn’t in the original article. The AI invented it.

This is exactly the kind of error we don’t want you to see.

Our Solution: Three-Layer Intelligence System

Layer 1: Accurate Foundation

Before any analysis happens, we ensure every summary is verified for accuracy.

Original Article → AI Summary → Verification Check → ✅ Accurate Summary
                                                    ↓
                                              ❌ Caught & Fixed

Layer 2: Knowledge Graph & Contextual Reasoning

Once we have accurate summaries, Frism’s proprietary knowledge graph connects events:

🔗 Maps Relationships - Connects “Fed rate hike” → “impact on Indian exporters”
📊 Tracks Dependencies - How policy changes ripple through supply chains
🧠 Encodes Correlations - How geopolitical events affect specific sectors

Example:

Event: "EU announces new carbon tax on imports"
↓
Impact Chain:
1. Indian steel exporters → Higher costs
2. Construction sector → Margin pressure
3. Your portfolio → Alerts if you hold construction stocks

Layer 3: Portfolio-Specific Impact Analysis

The final layer connects everything to your specific holdings:

🎯 Impact Alerts - Only notified when news affects your stocks
📈 “Why It Matters to You” - Portfolio-specific reasoning
🔍 Prioritized Feed - Most relevant news first

What We Check: 5 Quality Standards

Every summary must pass these checks:

1. ✅ All Numbers Are Exact

If the article says “Sensex fell 800 points to 37,245,” that’s exactly what you’ll see.
❌ We won’t say “Sensex fell around 800 points”

2. ✅ Nothing Added

If the original doesn’t have a “Management Outlook” section, we won’t add one.
❌ No invented commentary or predictions

3. ✅ No Assumptions

If an article says “Company posted a loss,” we won’t add “due to increased costs” unless stated.
❌ We don’t fill in the blanks

4. ✅ Key Details Preserved

If the article says “Fed announcement triggered sell-off,” we keep that specific trigger.
❌ No vague terms like “market conditions”

5. ✅ Exact Language

If the source says “increased,” we say “increased”—not “surged.”
❌ No dramatization

Real Errors We’ve Caught

Here are actual mistakes our system stopped:

❌ Error 1: Fabricated Commentary

AI Tried: “Management expects strong growth…”
Why Caught: No such commentary in source

❌ Error 2: Made-Up Explanations

AI Tried: “The reduced loss is due to cost-cutting…”
Why Caught: Article never mentioned why

❌ Error 3: Generic Replacements

AI Tried: “Markets fell due to global economic headwinds”
Original: “Markets fell after Fed announced 50-bp rate hike”
Why Caught: Lost specific trigger

❌ Error 4: Dramatic Language

AI Tried: “Revenue surged…”
Original: “Revenue increased…”
Why Caught: Changed neutral tone to dramatic

The Numbers: How Well It Works

Testing Every Day:

📰 1000+ articles processed daily
✅ Every summary is verified before you see it
🔄 Continuous improvement from every error caught

Success Rate:

✅ 70-85% of AI summaries pass on first attempt
❌ 15-30% are flagged and corrected
🎯 100% of what you see has been verified

Why This Matters: The Intelligence Advantage

Traditional News Apps:

❌ Show you everything without filtering
❌ No connection between events and your portfolio
❌ You manually connect dots

Frism’s Intelligence Layer:

✅ Verified Accuracy - Every summary fact-checked
✅ Knowledge Graph - Maps event-to-effect chains
✅ Portfolio Intelligence - Shows only what affects your holdings
✅ Hidden Correlations - Spots non-obvious linkages

Real-World Example

Traditional App:

"India revises GST rates for textile sector"
Your reaction: "Does this affect me?" [You have to research]

Frism Intelligence:

📰 India revises GST rates for textile sector
🔗 Knowledge Graph: Links to your holding in Page Industries
💡 Impact: "Positive for domestic apparel manufacturers. 
   Your holding benefits from 2% margin expansion."
🎯 Action: Consider increasing position

Frequently Asked Questions

How does the Knowledge Graph work?

Our knowledge graph encodes relationships between geopolitical events, policy changes, and their impact on specific assets.

Example: When the EU announces a carbon tax, our graph automatically traces: → Impact on Indian exporters → Ripple to sectors → Effect on stocks → Alert if you hold them

What makes Frism different from Bloomberg or Reuters?

Bloomberg/Reuters: Comprehensive news, but you manually connect macro events to portfolio impacts.

Frism: AI-native intelligence that automatically maps event-to-effect correlations and prioritizes news based on your portfolio.

We’re making institutional-grade reasoning accessible to everyone.

Which news sources do you use?

We aggregate from trusted sources.

We then layer our intelligence system on top for verified summaries, contextual analysis, and portfolio impact reasoning.

What if I spot an error?

We take every report seriously. Contact us through the app, and we’ll:

Review it immediately
Fix it if needed
Use it to improve our system

Your feedback directly improves Frism for everyone.

Try Frism

Stop drowning in headlines. Start understanding what moves your portfolio.

Get Started in 3 Steps

🌐 Open Frism - Mobile-optimized web app, works on any device
📊 Add Your Portfolio - We’ll map news to your holdings
🧠 Get Smart Insights - Every article tagged with “why it matters to you”

Free to try. No credit card required. No app download needed.

🌐 Launch Frism - Works on iPhone, Android, Desktop

Our Commitment

At Frism, we’re building the intelligence layer for modern investors.

Our Three Pillars:

Accuracy First - 1000+ articles verified daily, zero tolerance for fabrications
Contextual Reasoning - Knowledge graph maps event-to-effect correlations
Continuous Improvement - System learns from every article processed

When you read intelligence on Frism, you’re getting:

✅ Verified accuracy - No fabrications
🧠 Structured reasoning - Encoded correlations, not guesswork
🎯 Personalized relevance - Portfolio-specific insights
⚡ Real-time delivery - Faster than manual research

Because making smart decisions starts with trustworthy intelligence.

Welcome to Frism. Where headlines become insights, and insights become action.

Have questions or feedback? Reach us at [email protected]

About Frism

Frism is an AI-native intelligence platform for modern investors. We transform the global firehose of financial news into a dynamic intelligence feed with deep, asset-level insights.

We help active investors, business analysts, and portfolio managers move from raw headlines to actionable foresight—understanding not just what happened, but why it matters to their specific holdings.

Learn more: frism.ai | Read the Pitch