Try Before You Hire

Tenzed Live Lab & Diagnostic Tools

Don't just take claims on slides—test how Tenzed engineers production AI guardrails, quantify automation savings in USD/INR, and audit your brand's AI search readiness right here.

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Interactive Demo 01 • Durable Execution & Guardrails

AI Agent Workflow & Guardrail Simulator

Incoming Trigger (SaaS / E-Commerce Ops)

"Order #TZ-8941 arrived damaged for our annual B2B buyer—need urgent replacement dispatch and credit note."

1. PII & Intent Guardrail

Redacted customer phone/email tokens; classified intent = Urgent B2B Replacement.

110 msPassed

2. Knowledge & Policy Lookup (RAG)

Retrieved Warranty SOP §4.2: Orders <14 days qualify for express replacement without manual RMA wait.

240 msGrounded (2 citations)

3. ERP & Inventory Check (MCP Tool)

Queried Surat & Mumbai hubs: 42 replacement units in stock; drafted ERP credit memo #CM-409.

320 msRead-Only Verified

4. Human-in-the-Loop Gate

Amount exceeds $250 auto-limit -> Sent 1-click Slack/WhatsApp approval card to Operations Lead.

95 msSafely Escalated

765 ms

Total Trace Latency

~18 mins / ticket

Manual Work Saved

100% Audited

Policy Compliance

Scope an AI Workflow Like This →

Interactive Demo 02 • Financial Modeling

Quantify Automation Hours & Cost Savings

Capacity & Overhead Model

Business Automation Opportunity Calculator

Estimate realistic operational hours liberated by automating repetitive, rule-based workflows with AI agents.

Select Currency:

Team Members on Repetitive Tasks5 people

Employees handling data entry, routine CRM, or tier-1 support

Repetitive Hours / Week per Person10 hrs / wk

Time spent on copy-pasting, invoice matching, or search queries

Loaded Hourly Rate$35 / hr

Salary + benefits + operational workstation overhead

Realistic Task Automation Rate40%

Pragmatic benchmark: 30% to 50% for operational workflows

Estimated AI Tooling & API Cost / Month$250 / mo

Includes LLM tokens (OpenAI/Anthropic), vector database, and middleware hosting

Net Hours Liberated / Month74 hrsAfter deducting 15% human quality oversight

Annual Productive Capacity Freed888 hrsReallocated to client meetings & innovation

Net Annual Operational Value$28,080Net value after full API & hosting costs

📐 Mathematical Model & Explicit Assumptions:

Capacity Reallocation, Not Direct Payroll Cuts: This model measures reclaimed employee capacity. In high-performing teams, freed hours are redirected to revenue generation, faster customer response times, and creative strategy—not immediate workforce layoffs.
Mandatory Human Oversight Buffer (15%): We automatically subtract 15% of automated hours to account for human-in-the-loop review, exception handling, and edge-case validation. Zero-human automation in business operations is a dangerous illusion.
Variable Token Usage: API costs are estimated based on moderate multi-step tool calls. High-frequency loops or multi-modal vision tasks will increase model usage bills.
Integration Prerequisites: These figures presume your core software systems have accessible REST APIs or webhooks. If data is locked in legacy on-premise software without APIs, upfront integration engineering is required.

Interactive Demo 03 • AI Search & Visibility Audit

Measure Your Brand's Generative Engine Optimization (GEO) Readiness

Self-Assessment Tool

Interactive GEO Readiness Assessment (2027)

Evaluate your domain’s technical, content, and entity readiness across 8 core Generative Engine Optimization dimensions.

0/ 100

Foundation Needed

Status: Diagnostic (0/8 Answered)

Immediate action required. Blocking AI crawlers, omitting structured data, or lacking direct answers makes it nearly impossible for RAG pipelines to discover and recommend your business.

Question 1 • Technical Crawlability0 / 15 pts

How are AI search crawlers (OAI-SearchBot, PerplexityBot) treated in your robots.txt?

Question 2 • Content Architecture0 / 15 pts

How are primary buyer questions answered on your service pages?

Question 3 • Structured Data0 / 15 pts

What Schema.org structured data is deployed across your domain?

Question 4 • Information Gain0 / 15 pts

Does your website publish original research, benchmarks, or proprietary data?

Question 5 • Entity Consistency0 / 15 pts

Is your company name, address, and phone (NAPW) identical across the web?

Question 6 • Third-Party Validation0 / 15 pts

What is your presence on verified B2B review platforms (Clutch, G2, etc.)?

Question 7 • Specification Data0 / 15 pts

Do you publish semantic comparison tables comparing solutions/pricing?

Question 8 • Technical Performance0 / 15 pts

How is your website delivered to search and AI crawlers?

ℹ️ Educational Assessment Disclaimer: This diagnostic tool evaluates structural best practices based on public documentation and the Princeton GEO research framework. It does not predict or guarantee search engine or LLM output rankings.