Get on the shortlist before buyers reach your website.
Lumenario finds the questions software buyers ask AI, gets your product into the answers, and shows the pipeline those answers bring in.
Why AI search is different for SaaS
The shortlist forms in the chat.
Most software buyers now ask AI for recommendations, and many say it shapes their shortlist more than anything else.
Fewer clicks reach your site.
When Google shows an AI summary, people click a result about half as often, so traffic falls even when demand doesn’t.
Third-party proof carries the weight.
Buyers check AI answers against review sites, comparisons and docs, so your product needs to be described the same way everywhere.
Software buying now starts in AI.
Sources: G2 2026 Buyer Behavior Report, 1,038 B2B decision-makers, June 2026 · Pew Research Center, browsing data from 900 US adults, March 2025
Questions your buyers ask AI
A sample of the category, comparison and integration questions buyers ask. Opportunity Mapping ranks them by demand and fit.
How Lumenario works for software companies
Map the questions that create pipeline
Opportunity Mapping finds the category, comparison and integration questions buyers ask AI, ranked by demand and fit.
See where you stand on the shortlist
AI Visibility shows which assistants recommend you, for which questions, and who appears instead.
Publish the answers AI cites
Verified Content and Trust Syndication put accurate product, pricing and integration answers on your site and on the third-party sites AI trusts.
Prove the return
Results & ROI Tracking connects AI visibility to visits, leads and pipeline.
Reputation risks AI repeats about software companies
AI answers lean on forums and reviews as much as on your own site. Reddit is the most-cited domain across ChatGPT, Gemini, Perplexity and Google’s AI answers.
Outages and security incidents
An old incident thread can still be the top answer to “Is it reliable?”
Support and pricing complaints
Reviews about a past price rise or slow support shape how AI ranks you.
Competitor comparison pages
Rivals’ “vs” pages describe your product on their terms.
Outdated feature gaps
Posts about features you’ve since shipped make AI say you can’t do it.
How Lumenario responds
- 1See how AI describes youSentiment & Share of Voice
- 2Answer each concern on your siteVerified Content
- 3Join the conversations AI readsTrust Syndication
No fake accounts, fabricated reviews or undisclosed posts. We add accurate information; we don’t remove or bury content.
See how we handle reputation →Source: Peec AI, 30 million citations across US AI answers, March 2026
Claim safeguards for software companies
Checked before anything goes live.
- Pricing, plan limits and integrations are checked against your current product before publishing
- Comparisons with competitors stay factual, sourced and dated
- Security and compliance claims such as SOC 2 or GDPR match your current certifications
- Retired features and old pricing are flagged on your site and in AI answers
How Digital Anumati turned AI answers into leads
Digital Anumati, a B2B compliance SaaS for India’s data protection law, built answers for the questions its buyers were asking, between March and June 2026.
Questions software companies ask
How is this different from SEO?
SEO gets your pages ranked. Lumenario gets your product named in the answers buyers read, and tracks that across AI assistants as well as search.
How do you measure pipeline from AI search?
Results & ROI Tracking ties AI-referred visits and leads back to the questions and pages that brought them in.
Do you write comparison pages against competitors?
Yes, when your team approves them. Every claim about a competitor is factual, sourced and dated.
How soon will we see results?
It depends on your category and starting point. Digital Anumati’s leads rose within four months, in a young category with little competition.