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Editorial Methodology
How TechAiGoz Reviews AI Tools
Last updated: November 2026
TechAiGoz is an independent review site. Reviews are based on publicly available product documentation, pricing pages, official feature lists, and user feedback from G2, Capterra, and Reddit — not vendor briefings or press releases.
Every review begins with thorough research using official product documentation, pricing pages, feature updates, and public user feedback. Where direct hands-on testing is performed, the article clearly states what was tested, when it was tested, and any observations from that evaluation. This page explains exactly how we research, evaluate, and maintain our reviews so you can understand how each recommendation is made.
TechAiGoz's 4-Step Evaluation Process
This is the process TechAiGoz follows when evaluating AI tools and SaaS software. Step 01 and 02 are completed for every article. Step 02 is mostly desk research — documentation, pricing pages, and product walkthroughs, plus free trials where available — and any direct hands-on testing is stated explicitly in the article.
01
Research
- Official website and product documentation
- Pricing pages — all tiers, limits, add-ons
- Feature lists and published changelogs
- Public user reviews on G2, Capterra, and Reddit
- Company background and funding status
02
Verification & Analysis
- Official product documentation reviewed
- Pricing pages and feature lists verified against official sources”
- Public user feedback analyzed (G2, Capterra, Reddit)
- Product positioning compared against direct competitors
- Note: Most evaluations are desk research — product walkthroughs, and documentation. Direct hands-on testing is noted explicitly in the article where it occurs.
03
Comparison & Context
- Compared against 2–4 direct competitors
- Assessed across our 6 evaluation criteria
- Use-case fit mapped to specific business profiles
- Context drawn from public studies and market reports
- Pricing compared at equivalent feature tiers
04
Regular Updates
- Pricing and features rechecked periodically
- Feature lists updated when new capabilities ship
- Competitor entries added as the market evolves
- Update dates are displayed on comparison and review articles so you know how current the information is
- Reader corrections reviewed and incorporated
Evaluation Criteria
We compare tools across six factors. The percentages show how much each factor matters in our overall assessment for a typical founder or small team. They are guidance for our editorial judgment, not a published numeric score.
| Factor | Weight | What I Look At |
|---|---|---|
| Features & Functionality | 25% | Core capabilities, depth of features, and real-world utility for businesses. |
| Ease of Use | 20% | UI clarity and learning curve for non-technical users, based on documentation, product walkthroughs, and public user feedback. |
| Pricing & Value | 20% | Plan structure, free tier quality, cost relative to what you get. |
| Integrations | 15% | Native integrations, API access, compatibility with common business stacks. |
| Customer Support | 10% | Support channels offered, documentation quality, and community resources, based on public information. |
| Overall Value | 10% | Overall value and whether the tool is worth recommending for its intended audience. |
Editorial Independence
Sponsorship, advertising, and affiliate relationships never change our scores, rankings, or verdicts. Rankings and recommendations are based on our evaluation and editorial judgment.
TechAiGoz may publish sponsored inclusions, and these are always clearly labeled. A sponsor cannot buy a review, a score, a ranking position, or a positive verdict. We only agree to a sponsorship after we have reviewed the product and found it genuinely good and relevant to our readers.
If a company reaches out to TechAiGoz, it is evaluated using the same methodology applied to every other product. Contact with a vendor, or an offer of sponsorship, does not influence the final recommendation.
Sponsored inclusions are clearly labeled with an Editorial Note in the article, and their links are marked as sponsored — separate from editorial reviews.
Sponsored Inclusions
Some tools in our articles are sponsored inclusions. We review a tool first, and only if it is good and relevant to our readers do we agree to a sponsorship. If a tool does not meet our standards, we do not list it, whether or not a sponsor is offering payment.
Before any sponsored tool is published, we verify its features, pricing, and claims against official documentation and public user feedback. Anything we cannot verify is removed. Sponsored tools get the same pros, cons, and limitations as every other tool, and where we have not tested something hands-on, we say so.
Sponsored listings carry an Editorial Note, and their links are marked with rel="sponsored".
Content Updates
AI tools change fast. Pricing plans shift, features ship, and new competitors emerge. Articles are reviewed periodically and updated when:
- A tool's pricing or plan structure changes
- A major new feature is released that affects our score
- A better alternative enters the market
- A reader spots an error or outdated information
Comparison articles display a "Update" date so you always know how current the information is. See our Editorial Policy for how corrections are handled.
Who Does the Reviews
Siva
Founder of TechAiGoz
All reviews on TechAiGoz are published by Siva. His focus areas are AI tools, SaaS software, and business automation — specifically how founders and small teams can deploy technology to do more with less.
Tools are evaluated using publicly available information, product documentation, pricing data, user feedback, and hands-on testing where available.
View author profile →Questions about our methodology?
If you spot an error, have feedback on a review, or want to understand how we assessed a specific tool — we'd love to hear from you.
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