• Niche Trend Analyzer AI market research script cover
  • Niche Trend Analyzer market research workflow preview
  • Niche Trend Analyzer opportunity comparison preview
  • Niche Trend Analyzer niche scoring workflow preview
  • Niche Trend Analyzer founder research process preview
  • Niche Trend Analyzer AI-assisted market analysis preview
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Digital Viking

📦 Verified ZIP Archive ⚡ Python 3.10+ Script 🎯 Intermediate (Python)
🎓 Skill Level: Intermediate (Basic Python/CLI)
✓ Step-by-Step Instructions Included

Niche Trend Analyzer — AI Market Research Script

Niche Trend Analyzer — AI Market Research Script

$19.99 USD
$27.99 USD $19.99 USD
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🌍 Approx: €18.39 EUR • £15.79 GBP • C$27.19 CAD • A$30.38 AUD
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Quick specs

  • Delivery: Instant digital download (ZIP)
  • Format: Research pack: guide, prompts, worksheets, interviews, sample preview
  • Level: Beginner–Intermediate
  • Time to first use: 45–90 minutes
  • Path step: 2 · Complete AI Builder Path

Package includes

Guide + 7-day sprint + AI prompts
Scoring + signal worksheets
Interview + validation + ONE-PAGE + SAMPLE-PREVIEW
GETTING-VALUE.txt
LICENSE.txt
📋 Quick Pre-Purchase Readiness Check: Check Your Setup
🐍 CLI Parameters & Execution Reference:
Flag Type Default Description
--topic str Required Target niche or keyword to analyze (e.g., "AI workflows")
--subreddits list Top 5 SaaS Comma-separated list of communities to scrape discussions from
--min-upvotes int 15 Threshold filter for high-engagement discussions
--export-format enum all Exports to markdown, json, or csv report summaries
🎮 Interactive Sample Preview: Illustrative Output
Select a Topic to Preview Illustrative Output:
$ python niche_analyzer.py --topic "AI Legal Tech" --min-upvotes 15 [sample] Illustrative fixture-style result; no live request runs in this browser preview [✓] Clustered 3 high-frequency pain points: 1. Contract review bottleneck (Score: 8.9/10, 182 mentions) 2. Redlining consistency check (Score: 8.4/10, 94 mentions) 3. Multi-jurisdiction compliance alert (Score: 7.9/10, 61 mentions) [✓] Generated markdown summary report: reports/ai_legal_tech_summary.md
📄 Illustrative Deliverable Format Preview: Example Only — Not Verbatim 
# Niche Trend Scraper Output Sample (JSON)
{
  "niche": "AI Invoicing Automation",
  "opportunity_score": 8.9,
  "top_mentions": 184,
  "sentiment_urgency": "High",
  "recommended_mvp_features": [
    "Stripe webhook reconciliation",
    "OCR multi-page PDF invoice line item parser",
    "Slack overdue payment reminder bot"
  ]
}
📦 What's Inside This Deliverable Package:
• Execution Script: niche_analyzer.py (Python 3.10+)
• Documentation: Niche_Analyzer_Guide.pdf & requirements.txt
• Licensing: Single-user / single-team commercial license
🎧 Guided Implementation Briefing: 5-Min Quickstart
1. Install Dependencies: Run pip install -r requirements.txt in your terminal.
2. Run Analyzer: Execute python niche_analyzer.py --topic "Your Topic" --min-upvotes 15.
3. Export Opportunities: Review the auto-generated markdown reports in /reports with pain points and viability scores.
⏱️ Implementation Speed: First Market Report in 5 Mins
Plug & Play
Instant delivery to your email after checkout • 100% digital
⚡ Upgrade & Save ~23% with the Starter Pack Best Value

Instead of purchasing individual modules separately ($64.97 combined), get the AI Operator Starter Pack containing:

  • ✅ Step 1: AI Workflow Audit Checklist ($14.99)
  • ✅ Step 2: Niche Trend Analyzer CLI Script ($19.99)
  • ✅ Step 3: AI-Powered SEO Masterclass ($29.99)
⚡ Frequently Bought Together: Bundle Pair
Combine tools to accelerate your workflow setup. View Companion Tool →

💡 Multi-Buy Bundle Savings: Add 2+ items to your cart for an automatic 10% OFF, or apply promo code BUILDER10 at checkout. Want the complete foundation? Grab the AI Operator Starter Pack (3-in-1 bundle for $49.99 · save $15).

🚀 6-Step AI Builder Curriculum: View Complete Stack →
⚡ Instant Access:
Direct email link within seconds
🛡️ Verified Files:
Tested Python, Excel & PDFs
💼 Commercial License:
Single/team client use included
🔄 Free Re-downloads:
24/7 self-service portal
Questions on fulfillment? See How delivery works or view our refund policy.
🛡️ Digital Download & File Support

If a download link fails or a shipped file is defective, contact support and review the linked delivery and refund policies for the available remedy.

⚡ Digital Delivery • 🔄 Customer Portal • 📄 Published Refund Policy
🧭 How It Works After Purchase:
1. Instant Access
Direct download link generated on screen and sent to your email.
2. Unpack & Verify
Extract the DRM-free ZIP archive with worksheets, code, and license.
3. Deploy & Automate
Apply immediately to client work or internal team workflows.
📁 Included ZIP File Contents ● Verified & Tested 
digital-viking-niche-trend-analyzer-v1.0.zip
├── 🐍 niche_analyzer.py
├── 🐍 quickstart.py
├── 📦 requirements.txt
├── 📊 Niche-Market-Opportunity-Model.xlsx
├── 📖 Niche_Analyzer_Guide.pdf
├── 📁 fixtures/ + tests/
├── 📁 pre_computed_market_reports/ (3)
└── 📝 LICENSE.txt
🔍 Click to Preview Sample Content & Worksheets Live Sample
Sample CLI JSON Output:
{
  "niche": "AI Video Repurposing",
  "opportunity_score": 9.2,
  "community_pain_point": "Manual subtitle sync is too slow",
  "monetization_readiness": "High"
}

Outputs clean Markdown summaries ready for Notion, Obsidian, or client pitch decks.

🔒 Archive QA Passed ZIP Safety ✓
• Archive Safety: No encrypted entries, symlinks, path traversal, case-colliding names, or unsafe compression ratios.
• Manifest Check: Catalog filenames, bundle membership, nested hashes, and promised deliverable counts match.
• Runtime Scope: Software runs offline by default where documented; configured live connectors can access external services.
🧪 Illustrative Use Case (Not a customer testimonial)
✓ Package QA Passed
Analyze the included fixtures or opt into live public collection, then review recurring phrases and transparent heuristic scores before product research.
— Example workflow; output is research evidence, not a sales forecast

Find and compare promising niches with a repeatable AI-assisted research workflow.

Niche Trend Analyzer is a downloadable market research script for founders, ecommerce sellers, creators, and operators who want a more systematic way to evaluate product ideas, content angles, and market opportunities.

Use it to organize research, compare niche signals, score opportunities, and build a shortlist of markets worth exploring before you invest serious time or money.

What this helps you do

  • Compare product, content, and audience opportunities more systematically
  • Move beyond random brainstorming and scattered notes
  • Identify market signals that deserve deeper validation
  • Create a repeatable research process for multiple niches
  • Turn early research into a prioritized shortlist of ideas

What you get

  • Market research script for niche and trend analysis
  • Structured process for comparing product and content opportunities
  • Useful starting point for ecommerce, SaaS, newsletter, and creator research
  • Founder-friendly workflow for turning research into an idea shortlist
  • Digital resource designed for repeat use across multiple markets

Quality and structure

  • Designed to create a repeatable research workflow rather than one-off brainstorming
  • Helps organize market signals into comparable notes and scores
  • Useful for narrowing broad opportunity spaces into a smaller validation list
  • Built to support repeated use across different categories, audiences, and product ideas

Best for

  • Founders validating new product ideas
  • Ecommerce sellers researching new categories
  • Creators looking for content and audience opportunities
  • Operators who want a repeatable research workflow
  • Consultants preparing market-research notes for clients

Good use cases

  • Choosing a product niche
  • Planning a digital product or SaaS idea
  • Researching newsletter or content angles
  • Comparing ecommerce categories
  • Building a repeatable opportunity-scoring workflow

Requirements

  • A list of niches, audiences, products, or content angles you want to compare
  • Access to your own research sources, customer signals, or market observations
  • Willingness to validate promising ideas with real buyers, not just research output

FAQ

  • Is this a guaranteed business idea generator? No. It helps structure and compare research so you can choose better ideas to validate.
  • Do I need to be technical? Basic comfort working with digital resources and research prompts is enough for planning use cases.
  • Can I reuse it? Yes. It is designed for repeated use across multiple niches, audiences, and product ideas.
  • What should I do after using it? Validate the strongest opportunities with real customer conversations, landing pages, search data, or small tests.
  • How do I receive the file? After checkout you get instant digital access by email and order confirmation.
  • Do I need paid tools to use it? No paid tools are required for the planning workflow itself.

Important notes

  • This is a downloadable research script/resource, not a guaranteed business opportunity
  • Market demand should still be validated with real customer conversations and data
  • Results depend on the quality of your inputs, research sources, and judgment
  • The script helps organize research; it does not replace founder judgment or customer discovery

What success looks like

Within 90 minutes you have 3–5 scored candidates, a top pick with a kill metric, and a validation action scheduled for this week.

What's in the download

  • 6-step research guide + 7-day research sprint
  • AI prompt pack, scoring worksheet, and signal log
  • Interview script, validation checklist, and worked example
  • GETTING-VALUE checklist + license

Repeatable niche research—not a one-off brainstorm template.

Includes / does not include

  • Includes: a repeatable niche/trend research workflow, scoring prompts, and shortlist structure for comparing opportunities
  • Does not include: guaranteed business ideas, paid ad spend advice, or automatic market validation

Product details

  • Format: Research pack: guide, prompts, worksheets, interviews, sample preview
  • Level: Beginner to intermediate; no coding required for planning use
  • Time to first use: About 45–90 minutes for a first niche comparison pass
  • Best first use: Score 3–5 niche ideas and shortlist the top 1–2 for validation
  • Delivery: Instant digital download after purchase

Want steps 1–3 together? Save with the AI Operator Starter Pack ($49.99 vs $64.97 separate).

Recommended next step

When you are ready to go further, continue with AI-Powered SEO Masterclass. Or follow the full sequence in the Complete AI Builder Path.

Delivery, license, and refunds

  • Buying more than one resource? Cart discounts apply automatically when you add 2 or more Digital Viking products. You can also use code BUILDER10.
  • Instant digital download: no physical shipping. Access is provided by email and order confirmation after purchase.
  • License: single-user / single-team use unless the product page states otherwise. Do not resell, redistribute, or publicly re-host the files.
  • Refunds and support: see our refund policy and digital delivery policy. Use the Contact page if a download link fails or a file is defective.

Download the analyzer and start building a more systematic niche-research process.

⚡ Quickstart: Run AI Trend Analyzer Ready to Execute 
unzip digital-viking-niche-trend-analyzer-v1.0.zip
pip install -r requirements.txt
python niche_analyzer.py --topic "AI workflows" --export-format markdown --output reports/ai_workflows.md
💡 3 High-Impact Use Cases for This Deliverable:
1. Micro-SaaS Discovery: Scrape niche community discussions to find recurring software pain points ready for automated solutions.
2. Content & Product Research: Compare transparent heuristic scores before committing development or marketing resources.
3. Automated Weekly Briefs: Generate clean Markdown reports summarizing emerging trends for clients, investors, or internal teams.
📈 Estimated Time & Cost ROI Calculator: Interactive Estimate

Select your team's weekly hours spent on manual workflow tasks:

⚡ Projected Monthly Savings: ~15 hours & ~$750/mo at standard operator rates.

Digital delivery

This is an instant digital download. There is no physical shipping. After purchase, you receive immediate access by email and on-screen order confirmation.

See How digital delivery works for step-by-step access details.

🗜️ Archive & Extraction Details:
Standard .ZIP Archive No Third-Party Unzipper Needed Core Files Inspectable Offline

Standard ZIP tools can extract the archive. Live data collection, API providers, and service connectors require network access when enabled.

⚡ Instant Extraction Guide by Operating System: Cross-Platform
🍎 macOS:
Double-click the downloaded .zip file to extract via Archive Utility, or run unzip *.zip in Terminal.
🪟 Windows:
Right-click the .zip file → select Extract All... → choose folder and click Extract.
🐧 Linux:
Run unzip filename.zip -d ./package or use your desktop environment's archive manager.

Format & compatibility

Deliverables are packaged in clean, standard formats compatible across platforms:

  • Code & Scripts: Python 3.10+ (.py) with pip/uv support
  • Roadmaps & Guides: Searchable PDF, Markdown (.md), and ePub
  • Checklists & Trackers: Microsoft Excel (.xlsx) and CSV
⚙️ Compatibility & Supported Environments:
Python 3.10+ uv / pip Reddit Scraper Engine Markdown Report Writer Cross-Platform CLI
📊 AI Builder Stack & Agency Suite Comparison:
Product Format Time to Value Price
1. Workflow Audit Checklist Excel + CSV + PDF 15 mins $14.99
2. Niche Trend Analyzer Python Script + PDF 10–20 mins $19.99
3. AI SEO Masterclass Searchable PDF + .md 30 mins $29.99
4. Transformation Roadmap Executive Strategy PDF 1–2 hours $39.99
5. Python Agent Boilerplate Modular Python Template 5 mins $49.99
6. MCP Tool Registry & Suite Python / TS MCP Suite 10 mins $34.99
7. RAG & Vector Database Kit Python / SQLite BLOB 5–10 mins $39.99
AI Agency Contract Pack MSA + SOW + Decks 15 mins $39.99
Prompt & Eval Library 60 Prompts + Evaluators 5 mins $24.99
★ 3-in-1 Starter Pack Bundle Steps 1, 2, & 3 Combined Instant Access $49.99 (Save $15)
👑 Complete AI Master Suite All Steps + Agency Pack + Prompts Single-Team License $99.00 (Save $150+)

Digital access & current package

Your purchase includes:

  • Digital delivery after checkout
  • Re-download access through the Customer Portal under the published delivery policy
  • The current validated package version shown on this page
🚀 Current Package: v1.0 ● Validated Build
• Included: Offline fixtures plus optional live Reddit/Hacker News collection and Markdown/JSON export.
• Validation: Fetch failures are excluded from evidence counts; CLI behavior is covered by pytest.

License & commercial use

Purchases include a Single-User / Single-Team Commercial License:

  • ✅ Allowed: Use in client projects, freelance work, and commercial deliverables without attribution.
  • ✅ Allowed: Use in unlimited internal workflows, team automations, and private codebases.
  • ✅ Allowed: Modify, customize, and extend the scripts and templates for your team.
  • ❌ Not Allowed: Resell, sub-license, redistribute, or publicly re-host the raw files on marketplaces or open-source repositories.
📜 Included License Terms: Full Commercial Rights
• Private & Team Use: Use for one purchaser's business and internal team operations.
• Client Projects: Incorporate into client deliverables, consulting packages, and production systems.
• Restrictions: Do not resell, redistribute, publicly re-host, or share the raw package as a competing product.

Refunds and support

See our refund policy and digital delivery policy for access timing and support details. Contact us if a download link fails or a file is defective.

💬 Frequently Asked Questions:
Which Python versions are supported?

Python 3.10 or newer is required. Use a standard virtual environment and install with pip.

Do I need paid AI API keys?

No. Fixture analysis runs offline and live mode uses public Reddit and Hacker News endpoints. Scoring is a transparent heuristic; no LLM key is used.

How do I receive my files after checkout?

Your secure download link is displayed immediately on the order confirmation screen and sent to your email in seconds.

🙋 Need pre-purchase guidance or multi-seat licensing? Fast Response

Have questions about team deployments, corporate invoices, or custom tool integrations? Contact our engineering & support team anytime.

🔄 Need to Re-Download a Past Purchase? 24/7 Self-Service

Lost your receipt or changed computers? Re-send download links directly to your checkout email anytime.

🔗 Share with your team or colleagues:

Need team approval or purchasing through agency budgets? Copy the direct link or forward to your procurement lead.

View full details

More from the AI Builder Path

Follow the Digital Viking AI builder path from diagnosis to implementation.

Start with the workflow audit, validate opportunities with niche research, strengthen discovery with AI-era SEO, then move into implementation planning and agent development.

Want steps 1–3 together? Choose the AI Operator Starter Pack for the workflow audit, niche analyzer, and SEO masterclass in one discounted bundle.