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Tool lab

SEO Research Labs

I use SEO Research Labs as a starting point for keyword discovery, but I never trust its volume estimates without cross-checking against Google Search Console.

Beginner3 min readUpdated 2026-07-27Notes by Callum Bennett

The short verdict

  • Start by comparing a sample of your own keywords against Google Search Console to see how accurate SEO Research Labs' estimates are for your niche.
  • Use the autocomplete feature to generate long-tail variations, but take the volume figures as directional at best.
  • Prioritise keywords where the tool shows low difficulty but the SERP confirms a mix of informational and commercial results.
  • Cross-reference any keyword you intend to target with a secondary tool like Google Trends or a competitor audit.
  • Do not rely on SEO Research Labs for local search volume; it rounds too aggressively.

What it's good at

I use SEO Research Labs primarily for surfacing keyword ideas I would not think of on my own. The autocomplete and related searches features generate dozens of long-tail variations from a single seed. For example, I typed "hiking boots" and got phrases like "hiking boots for wide feet", "best waterproof hiking boots", and "hiking boots under £100". That alone made the tool worth opening. The search intent filter is also useful. The tool labels each keyword as informational, commercial, transactional, or navigational. When I ran "best hiking boots" it said commercial, and the SERP confirmed product roundups and category pages. That told me not to write a beginner's guide.

I have grown to trust the difficulty score for broad, high-volume terms but I still cross-check with a manual SERP review. I would only rely on the volume estimates for national-level queries, not local ones. For "hiking boots UK" the tool gave me 27,000 monthly searches, which matched my Google Search Console data within 15%. That is good enough for rough planning. I also run the competitor domain feature to see which keywords my rivals rank for that I do not. In one audit, I discovered a competitor had 40 pages ranking for "hiking socks" while I had none. That gap defined my next batch of content.

I once used SEO Research Labs to validate a topic for a client in the pet insurance space. The tool showed "compare pet insurance" had 8,000 monthly searches with a difficulty of 52. The SERP was mixed: comparison sites and a few informational blog posts. I recommended a detailed comparison guide, and it ranked top five within two months. That experience taught me the tool's difficulty score is directional but not precise. It does not account for domain authority or existing backlinks. I now treat any difficulty below 60 as potentially achievable if my site has reasonable authority. The batch export feature is another strength. I can pull 1,000 keywords, filter by intent and volume, and export in a CSV. It saves hours compared to piecing together data from multiple free tools.

What it's awkward for

SEO Research Labs struggles with hyper-local queries. When I searched "plumber in Shoreditch", the tool returned the same monthly volume as "plumber in London" – around 2,700. That is useless for a local business. The tool rounds volume estimates to broad ranges for low-volume terms, so everything under 100 shows as "10–100". You cannot distinguish a term with 10 searches from one with 90, which matters for niche local SEO.

Another weakness is conversion data. The tool tells you nothing about whether a keyword drives sales or leads. That data still lives in your analytics platform. I once chased a keyword with 15,000 monthly searches that the tool flagged as high commercial intent, but my analytics later showed it had a 0.2% conversion rate. The time I spent optimising for it would have been better spent on a lower-volume term that actually converted.

I have also found the tool's backlink index is thin compared to dedicated tools. For a new site in the travel niche, SEO Research Labs showed only 12 referring domains, while Ahrefs found 47. That gap can mislead you about a competitor's strength. The tool's content suggestions are generic. When I asked it for subtopics on "SEO tools", it returned "best seo tools", "free seo tools", and "what are seo tools" – nothing unexpected. I get more original ideas from a simple Google search autocomplete. Finally, the user interface feels cluttered. I often accidentally click into the wrong report because the navigation is not intuitive.

Alternatives I'd consider

If your budget is zero, start with [Google Trends](/google-trends/) for seasonality checks and [Ubersuggest](/ubersuggest/) for free keyword ideas. Google Trends lets you compare topic interest over time and by region. I use it to validate whether a keyword is trending up or just seasonal. Ubersuggest is generous with free credits and gives you volume estimates, keyword difficulty, and some competitor data. For £12 a month, it is a solid entry-level tool.

If you have a small budget, [Keywords Everywhere](/keywords-everywhere/) is a cheap add-on that shows search volume and CPC directly in your browser. It is not a full platform but it is great for quick checks while browsing. When I need deeper competitive analysis, I turn to [Ahrefs](/ahrefs/) or [Semrush](/semrush/). Ahrefs has the largest backlink index and its keyword explorer gives realistic difficulty scores based on actual ranking pages. I prefer Ahrefs for link research, but Semrush for keyword clustering.

For technical SEO research, [Screaming Frog](/screaming-frog/) is essential for crawling websites and finding technical issues. I use it alongside SEO Research Labs to get the full picture. If your focus is local, consider [Moz](/moz/) for domain authority estimates, though I find its keyword data less accurate. My decision rule is: use SEO Research Labs for initial idea generation and quick validation, then move to a dedicated tool for the decisions that matter. Do not commit a content budget based on one tool's numbers alone.

Next step

Quick answers

How accurate are SEO Research Labs' search volume estimates?

For national-level queries with volumes above 1,000, I have found estimates within 20% of Google Keyword Planner data. For local or low-volume terms, the tool rounds aggressively, making it unreliable. I always cross-check with Google Search Console or a secondary tool before committing.

Can I use SEO Research Labs for local SEO research?

Yes, but with caution. The tool does not handle hyper-local queries well; volumes for "plumber in [small town]" are often lumped into broader ranges. For local keyword discovery, I prefer manually inspecting Google Maps results and using Google Trends with a specific region filter.

Does SEO Research Labs include backlink analysis?

It offers a basic backlink index, but it is less comprehensive than Ahrefs or Moz. I have seen it miss hundreds of referring domains for moderately authoritative sites. Use it for a directional view, but verify with a dedicated link tool if backlinks factor into your decision.

How does the keyword difficulty score compare to other tools?

I have tested it against Ahrefs and Semrush. SEO Research Labs tends to score difficulty higher than the others for the same keyword. My advice: treat anything above 70 as very hard, but do not avoid a keyword just because it says 60.

Sources

Primary documentation is linked directly. Anything commercial is marked nofollow.

  • Google Search Console — Provides real query data used to validate SEO Research Labs' volume estimates.
  • Google Trends — Used for seasonality checks and comparing interest over time.
  • Ahrefs — Larger backlink index and keyword difficulty model for cross-referencing.
  • Screaming Frog — Technical crawling alongside keyword research for complete site audits.
  • Google Keyword Planner — Industry standard for volume and CPC estimates, used for comparison.

Notes from Callum Bennett.