India Economy Intelligence Platform

The data every AI needs.
That no AI has.Until now.

India's most critical economic data — RBI policy documents, MOSPI statistical releases, Union Budget annexures, SEBI enforcement orders, state fiscal data — reaches LLM training corpora only as secondhand summaries. The actual primary documents, statistical tables, and live dashboards that analysts rely on are structurally inaccessible to every major training corpus ever built. This platform changes that.

0 of 11
critical Indian economy source categories with full structured coverage in any public LLM corpus
225×
cost advantage of sovereign SLM over frontier model APIs per request
60×
English token advantage over all Indian languages combined in public training corpora
📄
PDFs Are Invisible
Standard crawlers collect HTML page text and move on — skipping every attached report, analysis document, and data spreadsheet. RBI annual reports, MOSPI releases, Budget annexures, SEBI consultation papers: the substance is in the files, not the page. Crawlers never open them.
⚙️
Dashboards Are Locked
RBI DBIE's 400+ economic time-series, NPCI payment statistics, NSE analytics — all rendered dynamically by JavaScript. Static crawlers see a blank page where the data lives. Every number stays trapped behind the render.
🚧
Portals Actively Block
Government portals deploy anti-bot systems, CAPTCHAs, login walls, and robots.txt restrictions that block automated collection. The more important the data, the more protection is typically applied.
🗑️
Quality Filters Delete It
Data that survives the crawl gets deleted by LLM training filters — bureaucratic writing, numbered lists, regulatory text all score poorly on "educational quality" metrics. The content that matters most is systematically removed.
Capability One · Intelligent Web Crawler

Self-Healing
Data Collection

Continuously harvests data from any public web source — including sources actively designed to resist automated collection. When a site changes, it heals itself.

Never goes down when a source changes
When a website restructures or an API changes its format, the crawler diagnoses the failure and regenerates its own extraction logic using AI — without human intervention.
ZERO MAINTENANCE DOWNTIME
Accesses sources that block standard crawlers
Three crawl modes — standard, stealth, and full browser — handle static sites, bot-protected portals, and complex single-page applications. Fingerprint randomisation and CAPTCHA detection built-in.
ANTI-BOT & STEALTH MODES
Captures files, not just pages
Automatically discovers and downloads PDFs, Excel, Word, and data exports — including those triggered by JavaScript clicks. Files are SHA-256 deduplicated and categorised automatically.
PDF · XLSX · DOCX · ZIP · IMAGES
Managed via plain English
An AI co-pilot lets any team member create, monitor, and manage crawl jobs through natural conversation. A live dashboard tracks requests per minute, success rates, and data throughput in real time.
NATURAL LANGUAGE CONTROL
Capability Two · Teachable Browser Agent

Record Once,
Extract Forever

Unlocks data trapped inside authenticated portals, complex dashboards, and government SPAs. A domain expert demonstrates once — the agent runs autonomously from that point forward.

A domain expert shows it once — it runs forever
Upload a screen recording of navigating any dashboard or portal. The agent learns the full sequence — logins, filter selections, pagination, export clicks — and replicates it autonomously on a schedule.
ZERO-CODE EXTRACTION
Reaches data behind login walls
Handles authenticated sessions, multi-step filter sequences, and paginated data grids — the exact patterns that make RBI DBIE, CMIE, NPCI, and state government dashboards inaccessible to any other tool.
AUTHENTICATED PORTALS · SPA · DYNAMIC GRIDS
Outputs structured, analysis-ready data
Every extraction produces clean, schema-tagged JSON or CSV with full provenance metadata — source, timestamp, extraction method — ready for direct ingestion into RAG indexes or data pipelines.
PROVENANCE-TAGGED · RAG-READY
Also generates reusable automation code
For engineering teams, the agent auto-generates robust Playwright scripts from the recorded navigation — production-ready browser automation, no manual scripting required.
AUTO PLAYWRIGHT CODEGEN
Mode
What It Solves
Typical Sources
Characteristic
StandardFast · Open
High-volume collection from public sites with no access restrictions
News archives, Wikipedia, open government data portals, public APIs
Fastest throughput; maximum volume
StealthProtected
Bypasses bot detection, rate limiting, and fingerprinting — appears as a human browser session
SEBI portal, NSE/BSE, financial data aggregators, restricted news archives
Mimics human behaviour; evades bot filters
Full BrowserComplex SPAs
Complete JavaScript execution, CAPTCHA handling, dynamic content rendering
RBI, MOSPI dashboards, state budget portals, authenticated government SPAs
Renders full page; handles any JS framework
AgentRecord & Replay
Learns complex multi-step navigation from a single human demonstration — no programming needed
RBI DBIE, NPCI stats, CMIE, state finance dashboards, any login-gated source
Any complexity; perpetual automation from one demo
platform-architecture.yml
data-collection-platform · v2.0
// intelligent web crawler
crawl_modes
standard · stealth · full_browser
browser
Playwright // JS rendering, click-triggered downloads
anti_bot
fingerprint_random + captcha_detect
file_types
PDF · XLSX · DOCX · PPTX · ZIP · img
dedup
SHA-256 // no duplicate files ever stored
self_healing
true // AI regenerates selectors on failure
copilot
natural_language → create · pause · monitor
schedule
cron // per-source cadence, auto-incremental
// teachable browser agent
input
screen_recording // demonstrate once
learns
login · filters · pagination · exports
handles
auth_sessions · SPA · dynamic_grids
codegen
Playwright // auto-generates reusable scripts
output
JSON · CSV // schema-tagged + provenance
rag_ready
true // direct vector store ingestion
no_code
true // domain expert teaches, platform runs
sources
DBIE · NPCI · CMIE · state_dashboards
Indian Economy Source
CommonCrawl
The Pile
FineWeb
Dolma
Our Platform
RBI Policy & MPC Minutes
◐ Fragments
◐ Fragments
◐ Fragments
✕ Absent
✓ Full archive
RBI Statistical Time-Series (400+ indicators)
✕ Absent
✕ Absent
✕ Absent
✕ Absent
✓ Structured
Union Budget & Economic Survey
◐ Pages only
✕ Absent
✕ Absent
✕ Absent
✓ PDF-extracted
MOSPI / NSO Statistical Releases
◐ Fragments
✕ Absent
✕ Absent
✕ Absent
✓ Full
SEBI Circulars & Enforcement Orders
◐ Fragments
✕ Absent
✕ Absent
✕ Absent
✓ 1992–present
NSE / BSE Filings & Disclosures
◐ Fragments
✕ Absent
✕ Absent
✕ Absent
✓ Full
NPCI / UPI / Payments Statistics
✕ Absent
✕ Absent
✕ Absent
✕ Absent
✓ Auto-refresh
28 State Budget Documents
✕ Absent
✕ Absent
✕ Absent
✕ Absent
✓ Annual cadence
GoI Scheme Dashboards (PM-JAY, JJM, DBT)
✕ Absent
✕ Absent
✕ Absent
✕ Absent
✓ Agent-extracted
Indian Court Judgments (Tax, Corporate, IBC)
◐ Fragments
✕ US law only
◐ Fragments
✕ Absent
✓ SC + HC corpus
Full, structured coverage Fragments — tables, structure, and most content lost Absent or completely unusable
The Strategic Conclusion

Whoever builds
the corpus owns
the intelligence layer.

Compute can be rented from any cloud provider. Model architecture can be cloned from open-source. But a continuously updated, structured corpus of Indian economy primary sources — built by capturing what standard tools cannot reach — cannot be replicated by pointing a generic crawler at the web.

This platform assembles that corpus first. The data moat compounds over time. Every source added, every refresh cycle run, every document extracted deepens an advantage that late movers cannot close by simply spending more on infrastructure.

0 of 11
source categories with full coverage in any public corpus — all unlocked by this platform
difficulty of replicating a curated, continuously refreshed sovereign corpus
225×
per-request cost advantage of a grounded SLM over frontier model APIs