Public AI recommendation scan

Smartlead AI recommendation scan results

smartlead.aicold email infrastructure and deliverabilityScanned 17 days ago(2026-05-29)
Overall score
3/10
Invisible

3/10 overall — Smartlead appears in roughly 6 of 20 buyer Conversations across the four Surfaces. The named villain in their category is Lemlist.

Per-Surface breakdown

Each Surface ran the same five buyer Conversations. The Score below is mentions out of total Conversations.

ChatGPT
0/5
0 of 5 Conversations named Smartlead
Issue: OmittedTop competitor named in their place: Lemlist
Claude
5/5
5 of 5 Conversations named Smartlead
Issue: HeldNearest rival named: Instantly
Perplexity
1/5
1 of 5 Conversations named Smartlead
Issue: OmittedTop competitor named in their place: Instantly
Gemini
0/5
0 of 5 Conversations named Smartlead
Issue: OmittedTop competitor named in their place: Lemlist

What this means

Each Conversation is a buyer question a real prospect in the cold email infrastructure and deliverability category could ask. We send the same question to each Surface (ChatGPT, Claude, Perplexity, Gemini) and check whether Smartlead is named in the answer.

An overall Score of 3/10 means Smartlead was named in roughly 6 of 20 total Conversations across the four Surfaces. The named villain in their category is Lemlist, which appeared in 13 of 20 Conversations. The Surface with the most Representation Issues is ChatGPT.

Top buyer Conversations from this scan

A selection of the actual buyer questions and what each Surface answered. Prompts and responses are truncated for readability. The full raw JSON is linked at the bottom of this page.

  1. ChatGPTSmartlead omitted

    What is the best cold email infrastructure and deliverability platform for a B2B SaaS team?

    Choosing the best cold email infrastructure and deliverability platform for a B2B SaaS team involves considering several factors, including deliverability rates, ease of use, integration capabilities, scalability, and c…

    Named in their place: Lemlist, Reply
  2. PerplexitySmartlead omitted

    What is the best cold email infrastructure and deliverability platform for a B2B SaaS team?

    For a **B2B SaaS team**, the strongest single-platform choice in the results is **Instantly.ai** because it combines **sending scale**, **built-in warmup**, and a large **deliverability network** in one package.[2] If y…

    Named in their place: Instantly, Lemlist
  3. GeminiSmartlead omitted

    What is the best cold email infrastructure and deliverability platform for a B2B SaaS team?

    The "best" cold email infrastructure and deliverability platform for a B2B SaaS team depends heavily on your specific needs, budget, technical expertise, and the scale of your outreach. However, here's a breakdown of po…

    Named in their place: Lemlist, Reply
  4. ClaudeSmartlead named

    What is the best cold email infrastructure and deliverability platform for a B2B SaaS team?

    # Best Cold Email Platforms for B2B SaaS ## Top Tier Options **1. Instantly.ai** - Best for: Scale and deliverability focus - Unlimited email accounts, built-in warmup - Strong deliverability features and bounce handlin…

    Also named: Instantly, Lemlist, Apollo
  5. ChatGPTSmartlead omitted

    What is the best cold email infrastructure and deliverability platform for a B2B SaaS team?

    Choosing the best cold email infrastructure and deliverability platform for a B2B SaaS team involves considering several factors, including deliverability rates, ease of use, integration capabilities, scalability, and c…

    Named in their place: Lemlist, Reply

What can Smartlead do about this?

Bersyn diagnoses why a brand is omitted on each Surface and generates corrective Patches anchored to attested Product Identity. Two ways to start:

If you are Smartlead and want this page removed, email gissur@qualitas.is and we will take it down.

Other companies we have scanned in cold email infrastructure and deliverability