Sunday, April 19, 2026

Do Software program Assessment Platforms Present Up Extra within the Backside of the Funnel?

TL;DR:

Assessment-platform quotation share will increase meaningfully with stronger buy intent, based mostly on an evaluation of ~35,000 ChatGPT quotation URLs captured in Profound. Inside these citations, G2 and its just lately acquired manufacturers — Capterra, Software program Recommendation, and GetApp — collectively command 84% share of citations within the review-platform class. This confirms that as consumers transfer deeper into the funnel, AI fashions more and more depend on the verified peer-generated sources discovered throughout the G2 portfolio to tell their suggestions.

Why this issues

The customer journey now not begins with a demo request; it begins with a immediate. As a result of citations are one of many few observable proof layers behind an AI advice, they characterize the place a model should present as much as be thought-about.

AI solutions point out software program distributors by design. The extra attention-grabbing query is which third-party sources these solutions cite. If assessment platforms are cited extra as intent strengthens, that helps the concept that verified critiques and purchaser proof change into extra influential deeper within the funnel.

Speculation

As intent energy will increase, the chance {that a} assessment website (resembling G2 or TrustRadius) is cited will increase greater than for vendor websites or different third events.

Methodology

Knowledge and scope:

  • Supply: ~35,000 Profound citations
  • Protection: US solely, ChatGPT solely
  • Time window: December 2025

1) Assign intent to every immediate

Every immediate was categorized into one mutually unique consumer journey step (for instance: discovery, exploration, analysis, centered analysis, or different), then normalized right into a immediate key and mapped to a single intent.

Journey Step

Description

Intent energy

# prompts

%

Discovery

“What’s …?” model, studying what a class or idea is

Low

376

11.8%

Exploration

“Which …” questions on integrations, capabilities, tradeoffs, normally in search of 1–few matches

Medium

1,179

37.1%

Analysis

Generic “greatest/prime” lists with out sturdy constraints

Excessive

1,367

43.0%

Focused_evaluation

“Greatest/prime” with express constraints (phase, use case, atmosphere, efficiency, and so forth.)

Very excessive

255

8.0%

2) Convert citations into analyzable models on the area degree

For every quotation URL, I extracted the basis area and categorized it right into a website sort:

  • review_platform (G2, Capterra, GetApp, Software program Recommendation, TrustRadius, Gartner as assessment context)
  • ugc_platform (Reddit, Wikipedia, Quora, YouTube, LinkedIn)
  • writer (media, blogs, editorial websites)
  • vendor_or_other (distributors plus every little thing not mapped explicitly)

3) De-duplicate domains inside every run

  • To keep away from a single response over-weighting a site by way of a number of URLs, I de-duplicated to at least one document per run_id × intent × area.

4) Compute shares

  • Main view: For every intent stage, compute the share of distinctive cited domains by website sort.
  • Secondary view: Inside the review_platform subset, compute share by assessment area (G2 vs Capterra vs others), general, and by intent.

Outcomes

A) Quotation combine by website sort

Distributors dominate citations in each stage (about 67% to 74%). That is smart as a result of the prompts we checked out requested for distributors.

Intent

Writer

review_platform

ugc_platform

vendor_or_other

Discovery

4.5%

7.4%

17.8%

70.4%

Exploration

2.4%

7.7%

18.2%

71.8%

Analysis

4.9%

13.2%

15.1%

66.7%

Focused_evaluation

4.7%

8.4%

17.2%

69.6%

Total

4.0%

8.6%

17.1%

70.4%

Nonetheless, the nearer we get to a purchase order within the purchaser journey, the extra prevalent and influential platforms like G2 change into, due to a major share of genuine peer critiques and UGC. Assessment-platform quotation share rises to 13.2%, roughly 1.8× discovery’s 7.4%. In the meantime, distributors see decrease affect on these selections at this similar stage.

Assessment platforms are cited greater than publishers (8.6% vs 4.0%).

B) Assessment-platform share cut up by model

Inside review-platform citations, G2 is probably the most steadily cited area by a large margin on this pattern and timeframe.

Since G2’s acquisition of Capterra, Software program Recommendation, and GetApp, it has established a dominant presence in AI-driven discovery. Right here is the mixed general share throughout main assessment domains:

  • G2 ecosystem (g2.com + acquired manufacturers): 84%
  • gartner.com: 13%
  • sourceforge.internet: 2%
  • trustradius.com: 1%
  • trustpilot.com: ~0%

This means that AI citations from assessment websites are a robust bottom-of-funnel lever for software program distributors, notably once they come from a serious participant like G2.

Win with belief

The information confirms that assessment websites are best on the backside of the funnel. When software program consumers attain the analysis stage of their journey, the suggestions they see from AI more and more stem from trusted peer proof sourced from platforms like G2.

With G2’s now vital affect on LLM citations and AI search visibility, there’s a sturdy case for distributors to keep up a gradual presence throughout the G2 ecosystem. This ensures that when AI appears to be like for the ultimate layer of proof to advocate a product, it finds a wealth of genuine buyer voices.

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