Sampled visibility snapshot · CRM for small business
Who AI assistants cite when you search “best crm for solo founders/freelancers”
We asked three live assistant-search lanes exactly this query on one date and recorded who they cite. This is a single dated read of one buyer intent — a snapshot, not a rank tracker. It's one intent out of the five in our CRM for small business benchmark.
Probe date: 2026-07-20. Sample: 1 buyer-intent queries × up to 3 assistant search lanes. This is a single, dated sample per lane — not a rank tracker. Assistant answers vary between runs and shift as models and their indexes change; treat this as a snapshot of one moment, not a repeatable ranking.
| Lane | Model ID | Source |
|---|---|---|
| OpenAI web-search API sample | openai/gpt-4o-mini-search-preview | via OpenRouter |
| Perplexity Sonar API sample | perplexity/sonar | via OpenRouter |
| Gemini grounded API sample | gemini-2.5-flash | via Gemini API |
On the OpenAI lane: it returned live answer text for every intent and named tools by brand, but emitted a resolvable domain citation on only one query this run — the answers describe products by brand name without linkable URLs, so our domain-extraction pass reads them as zero-citation for ranking. We preserve the raw excerpts as evidence and aggregate the ranked counts below from the Perplexity Sonar and Gemini grounded lanes only, where domain citations were consistently present. Treat the OpenAI lane's low citation count as understating engagement, not as the lane having nothing to say. We resolve every cited link to its registrable domain (eTLD+1) before counting. Full method: /methodology.
Who got cited for this exact query
Aggregated across the two lanes where domain citations are consistently present (Perplexity Sonar + Gemini grounded), for this one intent. Lanes shows which of those two cited the domain; a domain cited by both counts twice — the strongest single-intent signal available in a sample this size (max 2).
| Domain | Citations | Cited by |
|---|---|---|
| addtocrm.com | 1 | Perplexity |
| bloom.io | 1 | Gemini |
| breakcold.com | 1 | Gemini |
| fluidcrm.io | 1 | Gemini |
| millo.co | 1 | Gemini |
| monolit.sh | 1 | Perplexity |
| notelinker.com | 1 | Gemini |
| sellingsignals.com | 1 | Gemini |
| withmoxie.com | 1 | Gemini |
| wperp.com | 1 | Perplexity |
Read: No single domain was cited by both ranked lanes on this exact query — the two lanes' answer sets barely overlapped, which is common for narrow qualifier intents. Treat every citation above as a single-lane signal, not a consensus pick. Across the two ranked lanes we counted 10 distinct cited domains for this intent. The OpenAI lane returned a live answer naming brands but emitted no resolvable domain citation for this query (see methodology) — its excerpt is preserved below as evidence, not counted.
Scan your own CRM tool against these same intents — free
Run a free sampled visibility scan on your domain across the 5 buyer intents in this benchmark (add up to 5 of your own on the next screen). No account, no card — your report opens in the browser.
- ›best crm for small business
- ›best crm for solo founders/freelancers
- ›simplest crm no learning curve
- ›best free crm for startups
- ›crm with best customer support for small teams
Raw evidence — every lane, this query
Exactly what each live lane returned for this intent on 2026-07-20. Cited domains are resolved to their registrable domain (eTLD+1); excerpts are the assistant's own answer text, preserved verbatim as evidence.
OpenAI
status: okNo resolvable domain citation returned (answer text preserved below).
“As a solo founder or freelancer, selecting the right Customer Relationship Management (CRM) system is crucial for streamlining client interactions, managing sales pipelines, and maintaining organization without overwhelming complexity. Here are some CRM options tailored for solo entrepreneurs:…”
Perplexity
status: okCited: addtocrm.com, wperp.com, monolit.sh
“The **best CRM for solo founders and freelancers** is **HubSpot CRM**, recognized for its powerful **free-forever core** and unmatched scalability as you grow [1][4]. ### Top Recommendations by Use Case | CRM | Best For | Key Advantage | |-----|----------|---------------| | **HubSpot CRM** |…”
Gemini
status: okCited: fluidcrm.io, millo.co, withmoxie.com, sellingsignals.com, notelinker.com, breakcold.com, bloom.io
“Choosing the best CRM for solo founders and freelancers largely depends on individual needs, particularly whether the work is project-based or retainer/B2B, and the specific features required like contracts, invoicing, or pipeline tracking. Here's a breakdown of highly-rated CRMs, categorized by…”
The two shapes of this category
Same dated probe run, aggregated across all five CRM for small business intents, in both formats:
- CRM for small business benchmark — the full citation matrix with raw evidence per intent × lane
- Ranked “who AI recommends” twin — the same evidence as a leaderboard
Other CRM for small business intents we probed
Last updated 2026-07-20. This page reports a single dated probe run — see the methodology block above for what that does and doesn't mean.