TRUTHFORGE

AI-powered enterprise verification intelligence.
Real-time trust scoring for the companies that matter.

HACKATHON 2025 BRIGHT DATA MCP AI VERIFICATION GROQ LLAMA 3.3

By Kanhaiya Kumar

THE PROBLEM

Enterprises Are Flying Blind

$4.7T in enterprise decisions made annually with unverified data

⚠️

BLIND TRUST RISK

83%

of procurement teams rely on self-reported sustainability metrics with no independent verification.

PROCUREMENTSUPPLY CHAINDUE DILIGENCE

🌿

GREENWASHING EPIDEMIC

$1.2T

annually lost to greenwashing fraud. 40% of ESG claims found misleading by EU regulators in 2024.

ESG FRAUDCOMPLIANCERISK

📊

DATA QUALITY CRISIS

67%

of financial analysts distrust third-party ratings. Manual verification takes 40+ hours per company.

DATA QUALITYANALYST HOURSCOST

TruthForge closes this gap with real-time AI verification

THE SOLUTION

Three Engines. One Truth Score.

Each engine independently analyzes a company, powered by Bright Data + Groq AI

📡

35% WEIGHT

SIGNALFORGE

Market Signal Engine

Scrapes news, press releases, analyst reports. Detects sentiment shifts, controversy clusters, and reputational risk signals.

Tesla signal_score = 74
// 47 articles, 3 controversies

🌿

35% WEIGHT

GREENWASHGUARD

ESG Integrity Engine

Validates ESG claims against disclosed reports, third-party audits, and regulatory filings. Flags discrepancies.

Google esg_score = 72
// carbon neutrality verified

🔍

30% WEIGHT

CLAIMWIRE

Claim Verification Engine

Cross-references specific corporate claims against web sources, fact-checkers, and public data. Returns confidence scores.

Microsoft claims_score = 67
// 12 claims, 9 verified

UNDER THE HOOD

System Architecture

Async-parallel execution with Bright Data as the data backbone

INPUT

Company
Name

→

DATA LAYER

Bright Data

SERP · Scraper · Unlocker
MCP · Web API

→

📡 SignalForge

🌿 GreenwashGuard

🔍 ClaimWire

→

AI LAYER

Groq
Llama 3.3

→

OUTPUT

Truth
Score

FastAPI + Uvicorn

Supabase PostgreSQL

Celery + Redis

asyncio.gather()

Python 3.11

TECHNOLOGY

Production-Ready Stack

Every tool chosen for speed, reliability, and scale

⚡

BRIGHT DATA

Data infrastructure

🤖

GROQ

LLM inference

🚀

FASTAPI

REST API layer

🐘

SUPABASE

PostgreSQL database

🌿

CELERY

Task queue

📮

REDIS

Message broker

🔗

HTTPX

Async HTTP client

🐍

PYTHON 3.11

Runtime

🔐

LLAMA 3.3-70B

AI model

📊

PYDANTIC

Data validation

🌐

BEAUTIFULSOUP

HTML parsing

📡

SLACK API

Alerts

3

AI ENGINES

5

BD TOOLS

<30s

ANALYSIS TIME

100%

ASYNC

WORKFLOW

From Input to Insight

Four steps, fully automated, under 30 seconds

01

INGEST

Submit Company

POST /api/analyze
{ "name": "Tesla" }

02

FETCH

Bright Data Scrape

gather(
serp_search(),
web_scraper()
)

03

ANALYZE

3 Engines in Parallel

asyncio.gather(
signal(), esg(),
claims()
)

04

SCORE

TruthScore + Store

score = sig*.35
+ esg*.35
+ clm*.30

INFRASTRUCTURE PARTNER

$250 CREDIT AWARDED

Bright Data Powers Everything

Five tools working in concert to feed all three engines

🔎

SERP API

Google search results for news, controversies, analyst coverage. Primary discovery layer for SignalForge.

~15 calls/analysis

🔓

WEB UNLOCKER

Bypasses bot protection on corporate sites, regulatory filings, investor pages. Used by all 3 engines.

~20 calls/analysis

🌐

SCRAPING BROWSER

JavaScript-rendered pages: ESG dashboards, dynamic reports, interactive investor portals.

~8 calls/analysis

🤖

MCP SERVER

Direct AI-to-Bright Data integration for real-time enrichment queries within the Groq analysis pipeline.

~5 calls/analysis

📋

WEB SCRAPER API

Structured extraction of financial reports, sustainability PDFs, and press release databases.

~10 calls/analysis

BONUS ENGINE

SignalJobs — Hiring Intelligence

Live job postings are the earliest signal of where a company is really headed

🌐

MULTI-SOURCE AGGREGATION

Pulls live postings across LinkedIn, Indeed, Glassdoor, and company careers pages in a single query.

4 sources

🤖

POWERED BY AI/ML API

Structures raw scraped web data into clean, normalized role listings with titles, levels, and locations.

AI/ML API

📋

EVERY ROLE TYPE

Full-time, internships, research, contract, and executive hires — complete headcount signals, not just senior roles.

All levels

💡

ONE-CLICK AI BRIEF

Each listing links to an AI-generated brief: what this hire signals about the company's strategic direction.

Per listing

Powered by AI/ML API + Bright Data

LIVE DATA

Real-Time Results

FETCHING FROM LIVE API — localhost:8000

Connecting to TruthForge API…

COMPANY	SIGNAL	ESG	CLAIMS	TRUTHSCORE	VERDICT

TruthScore = (Signal × 0.35) + (ESG × 0.35) + (Claims × 0.30)

MARKET OPPORTUNITY

Who Buys TruthForge?

Five high-value enterprise verticals with immediate ROI

💼

SALES TEAMS

Verify prospects before outreach. Know their ESG posture, recent controversies, and financial signals.

🏦

FUND MANAGERS

ESG fund compliance verification. Screen portfolio companies for greenwashing risk automatically.

⚖️

COMPLIANCE TEAMS

Continuous monitoring for regulatory changes and discrepancies in corporate filings.

🤝

PROCUREMENT

Third-party supplier risk assessment. Replace manual 40-hour processes with automated scoring.

📰

JOURNALISTS

Investigative claim verification. Cross-reference corporate statements with public data in seconds.

📈

TOTAL MARKET

$18B+

ESG data & analytics market by 2028 (CAGR 17%)

API-FIRST SAAS MODEL ENTERPRISE SEATS WHITE-LABEL

TRUTHFORGE

THANK YOU

TruthForge — Where AI meets accountability.

BUILT FOR BRIGHT DATA HACKATHON 2025

Discord: kanhaiya9650

3

AI ENGINES

5

BD TOOLS

4

COMPANIES

<30s

PER ANALYSIS

VIEW LIVE DEMO → VIEW GITHUB →