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Agentic AI Product — Web Extraction

The Web Doesn't
Have an API.
Sift Doesn't Need One.

Intelligent web agents for enterprises that have outgrown rule-based automation. Point Sift at any website, give it a task in plain language, and it navigates, extracts, and delivers — exactly like a human analyst, at machine speed.

Any Website, no integration
0 Selectors to maintain
Learns Every visit, gets faster
sift — agent live session
Running
Task Find all open EU tenders in 'Cybersecurity' closing within 21 days and download their specification PDFs
Plan Search TED portal → filter by CPV code + deadline → iterate results → download each spec
Step 1 ted.europa.eu/en/search/result
Filter Set CPV: 72200000 · Deadline: ≤21 days · Status: Open
Found 7 matching tenders — iterating each for spec document
Step 4 Navigating tender detail → Documents tab → downloading
Files 7 × TenderSpec_*.pdf downloaded ✓
✓ Task Complete — 11 steps · 38s · $0.0009
7 files · structured index delivered · site memory updated

Legacy Automation Was Built for a Different Web

Rule-based bots depend on static selectors, fixed workflows, and predictable page structure. The web is none of those things.

01

Constant Breakage

Portal redesign, login flow change, new CAPTCHA — any update breaks your bot. A developer patches it. It breaks again.

02

Rigid Workflows

One bot per task. Minor variation — different year, different file format — requires a full rebuild.

03

No Reasoning

Bots execute steps. They cannot adapt, infer intent, or recover from unexpected states. Humans still fix exceptions manually.

04

Maintenance Debt

As your data needs grow, so does your library of fragile scripts. The automation itself becomes a liability.

"Some teams reach us after months of trying to make the old approach work. Others get ahead of it. Either way — Sift is the architecture that ends the cycle."

— StoneBrite Solutions, Product Team

How Sift Works

A two-tier agentic architecture: an orchestrator that plans and coordinates, and a browser agent that executes with full visual understanding.

Input
Task Input
Plain language, PDF, or document upload
Orchestrator
Orchestrator
Plans sub-tasks, coordinates execution, synthesises results
Execution
Browser Agent
Real Chromium browser — navigates, clicks, fills forms, sees screenshots
Delivery
Result
Files, structured data, markdown summary — ready for your systems

Works Where
Other Tools Break

01

Natural Language Instructions

No selectors, no workflow builders. Describe the task in plain English or upload a document — Sift interprets and executes.

02

Visual Page Understanding

Sees the page as a human does — screenshots plus DOM structure. Handles React dropdowns, modals, multi-step flows, and authenticated portals.

03

Automatic File Downloads

PDFs, Excel files, ZIPs, CSVs — Sift triggers real browser downloads, not preview links. Files land in your storage, ready to use.

04

Structured Output

Every session returns clean structured data — JSON, markdown summary — alongside raw files. Pipe directly into your systems.

05

Live Monitoring

Real-time screenshots and a step-by-step activity log stream as the agent works. Full visibility, no black box.

Live Audit Trail — Session #3104
Task: extract pricing for 12 competitors from their public pricing pages
2026-05-26 11:02:14 UTC · User: strategy@corp.com
Orchestrator: iterate 12 URLs, extract plan names + prices + seat limits
11:02:15 UTC · Tokens: 980 input
Browser: navigate → competitor-a.io/pricing (handled cookie banner)
11:02:17 UTC · Step 1 · Screenshot captured
Extracted: Starter $49/mo · Pro $149/mo · Enterprise: contact sales
11:02:21 UTC · Step 2 · 3 plans captured
Continued across 11 more competitors — 9 extracted, 2 login-walled (flagged)
11:02:22 – 11:03:51 UTC · Steps 3–24
Done — 97s · pricing_intelligence.json (38 plans) delivered
11:03:51 UTC · Cost: $0.0021 · Full log saved
Site Knowledge Base
investors.example.com 12 visits Fast mode
procurement.gov.portal.net 8 visits Fast mode
regulatory.exchange.io 6 visits Fast mode
newportal.supplier.com 1 visit Learning
investors.example.com — learned navigation
→ Reports section: top nav › Investors › Documents
→ Year filter: React dropdown, use hover_by_text
→ Annual reports: expandable list, click to show PDFs
→ Download: direct link triggers PDF viewer, use JS anchor

Gets Faster Every Visit

Every time Sift visits a website it builds a knowledge base: where things are, how navigation works, what quirks exist. On repeat visits it loads that knowledge before the session starts — skipping re-exploration entirely.

Site-Specific Navigation Patterns

Knows which dropdowns are custom React, which links open previews vs. downloads, where hidden menus live.

Fewer Steps, Lower Cost

Tasks that took 12 steps on the first visit complete in 4 on the fifth. Lower latency, lower token cost, higher reliability.

Automatically Maintained

When a site changes, Sift detects it, re-explores, and updates its knowledge — no manual intervention required.

Where Enterprises Deploy Sift

Any workflow where humans currently browse, click, and copy — Sift automates at scale.

Financial Services

Regulatory Filing Retrieval

Automatically retrieve annual reports, quarterly filings, and compliance documents from exchange portals, regulatory databases, and government repositories.

Banking & Finance

Market Data Aggregation

Pull structured pricing data, rates, and disclosures from multiple financial portals into a single normalised feed — without fragile API wrappers.

Procurement

Supplier & Vendor Monitoring

Track product availability, pricing changes, and document updates across supplier portals. Trigger alerts when conditions change.

Legal & Compliance

Due Diligence Automation

Gather company filings, ownership records, and compliance certificates from government registries — tasks that previously required analyst hours.

Intelligence

Competitive Intelligence

Monitor competitor pricing pages, press releases, job postings, and product updates across dozens of sources — structured and delivered on schedule.

Operations

Document-Driven Workflows

Any multi-step research or document retrieval workflow currently done manually by analysts — Sift handles it at machine speed with full auditability.

Built for Enterprise Standards

Sift ships with the controls, auditability, and deployment flexibility that enterprise procurement and security teams require.

Full Audit Trail

Every agent action is logged — URL visited, element clicked, file downloaded, screenshot captured, tokens used, timestamp, cost. Immutable, exportable, per-session.

Data Sovereignty

Deployed on your infrastructure — on-premise, your cloud tenant, or air-gapped. No extracted data transits StoneBrite servers. Your data never leaves your environment.

Role-Based Access Control

Granular RBAC: define who can create sessions, which sites are permitted, and who can access results. Integrated with your existing SSO / identity provider.

Policy Controls

Allowlist/blocklist domains. Set maximum session durations, step limits, and cost ceilings per team or user. Enforce usage policies programmatically via API.

Observability

Real-time session dashboards, token usage tracking, cost attribution per team, and webhook notifications on completion or failure. Integrates with your SIEM.

API-First Integration

REST + WebSocket API. Trigger sessions programmatically, receive structured results, integrate file delivery into your existing data pipelines and RPA platforms.

Sift vs. The Alternatives

Feature comparison — Sift vs. traditional automation approaches
Capability Sift RPA / Bots Manual
Adapts when site layout changes
No code or selectors required
Handles dynamic / React UIs ~
Authenticated portals ~
Natural language task input
Actual file downloads to disk ~
Full immutable audit trail ~
Improves with repeat visits ~
On-premise deployment
Zero maintenance burden

Fits Your Infrastructure

Sift runs entirely within your environment. No data leaves your perimeter.

On-Prem

Self-Hosted

Full on-premise deployment on your Kubernetes cluster. Air-gapped environments supported. Local LLM options available for maximum data isolation.

PaaS

Your Cloud Tenant

Deployed into your AWS, Azure, or GCP account. We manage the deployment; your data, credentials, and extracted files stay in your cloud.

API

Headless API

REST + WebSocket APIs for embedding Sift into your existing automation stack, RPA platform, or internal tooling. Full programmatic control.

POC

Proof of Concept

We run Sift against your specific workflows in a 2-week engagement. You see results on your real tasks before any procurement decision.

Ready to See Sift on Your Workflows?

We offer live demos against real use cases — no mock data, no canned scenarios. Let's show you what it can do on the sites your team works with today.