The verdict in three sentences
For a funded B2B software company in Los Angeles, SEO remains the channel that brings evaluators to your comparison, integration and pricing pages, while AEO/GEO decides how AI assistants like ChatGPT describe your product when an operations or finance lead asks for a shortlist. After a seed or Series A round, the usual mistake is to chase the new channel before the basics are in place: a clear category, honest security pages and a pricing page that answers the obvious questions. Put most of the budget where your pipeline data says buyers come from, test AI visibility with a defined share, and judge both on dated, comparable measurements, never on promised rankings or recommendations.
How software buyers in Los Angeles now build a shortlist
An IT director at a logistics group in the Inland Empire or a CFO at an entertainment company in Burbank rarely starts with your homepage. They search "alternatives to [incumbent]", read comparison pages, then ask an assistant something like "which SOC 2 compliant tools handle multi-entity approvals for a 300-person company?". Both moments matter, and they reward different work.
| Dimension | SEO | AEO/GEO |
|---|---|---|
| Buyer moment | Researching a problem, comparing vendors, checking integrations | Asking for a shortlist or a summary of "who does X" |
| Pages that carry the weight | Category pages, integration pages, "vs" and alternatives pages, pricing | Company facts, security and compliance page, documentation, third-party reviews and press |
| Time to effect | 4 to 9 months for competitive category terms | 2 to 6 months, uneven across questions |
| Market budget, 2026 ballpark | USD 5,000 to 20,000 per month with content | Diagnostic USD 4,000 to 12,000, then USD 2,000 to 8,000 per month |
| Core metrics | Non-brand clicks, demo requests by landing page, pipeline sourced | Share of answers naming the product, accuracy of features and compliance claims |
| Specific risk | Thin "vs" pages that annoy evaluators and sales | Assistants stating a certification you do not hold, or an outdated pricing model |
Budgets are drawn from typical agency quotes and public rate pages in Southern California and vary widely with content volume.
Budget split by company stage
| Stage | Suggested emphasis | What to fix first |
|---|---|---|
| Just funded, category still being defined | 70 % site clarity and SEO foundations, 30 % AI visibility test | One-sentence positioning used identically everywhere |
| Product-market fit, growing sales team | 65 % SEO, 35 % AEO/GEO | Integration and comparison pages that sales actually send |
| Established brand in its niche | 50 / 50 | Correcting what assistants get wrong about features or plans |
| Regulated buyers (health, finance, public sector) | Security and compliance content in both channels | Compliance pages that list only certifications actually held, with dates |
| Budget under USD 5,000 per month | One channel, measured properly | A single pipeline metric reviewed monthly |
| Category leader under pressure from new entrants | AEO/GEO on "alternatives" questions | Third-party reviews and analyst mentions that are real and current |
A word on claims. Security pages should state SOC 2, ISO 27001 or GDPR readiness only as actually held or achieved, with the report period or scope. Customer logos and case studies need the customer's permission, and endorsements and reviews are subject to FTC rules in the US. Lead forms collect personal information covered by California's CCPA as amended by CPRA, nurture emails must respect CAN-SPAM, and an accessible site to the WCAG 2.1 or 2.2 AA level is a sensible target given the frequency of ADA Title III suits. This is not legal advice: your counsel should review these pages.
Two dashboards, reviewed every month
The search dashboard starts in Search Console: non-brand impressions and clicks for category, integration and comparison pages, then demo requests and opportunities by landing page in your CRM. Brand searches growing after a launch or a funding announcement are worth tracking separately, since they reflect awareness more than SEO.
The AI dashboard rests on a dated record of answers: 40 to 60 buyer questions, worded identically, asked every month, with the full answers archived. You follow the share of answers naming your product, the share naming competitors, whether integrations, compliance status and pricing model are described correctly, and which sources the assistant seems to rely on. Add an "AI assistant" option to the "how did you hear about us" field on the demo form.
Inside a diagnostic
Before deciding on a split, a diagnostic usually covers the technical state and indexation of the site and documentation, the coverage of category, integration and comparison topics, consistency of company and product facts across the site, review platforms and press, a first dated record of AI answers against two or three competitors, and a recommendation with the metrics to review at three and six months. At Kolonell this work is on quote.
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Illustrative example: Northlight Ops (fictional), a Series A workflow software company in Santa Monica, sets a marketing budget of USD 15,000 per month: USD 10,000 for SEO and content, USD 5,000 for AI visibility. Over a year that is 15,000 x 12 = USD 180,000.
With an average first-year contract value of USD 30,000, the program pays for itself if these channels source 180,000 / 30,000 = 6 closed deals in twelve months. The first dated record shows the product named in 9 answers out of 50, that is 18 %, with two answers wrongly saying the company lacks a SOC 2 report. Correcting that is the first priority.
FAQ
Should a Series A company invest in AEO/GEO at all?
Yes, with a limited share, often 20 to 35 % of the search budget. Buyers already ask assistants for shortlists, and correcting wrong facts early is cheaper than later.
Can an agency promise that ChatGPT will recommend our product?
No, and that promise is a red flag. A provider can commit to a monthly record of the same questions, for example 50, and a report on mentions and accuracy.
Which pages influence AI answers the most?
Clear company and product facts, a security page with real certifications, documentation and credible third-party reviews. A pricing page that states the model, even without exact figures, reduces wrong answers.
How long before SEO shows results for B2B software?
Count four to nine months on competitive category terms, sooner for integration and comparison pages. Judge it on pipeline sourced, not only on traffic.
What does a diagnostic cost in Los Angeles?
A 2026 ballpark is USD 4,000 to 12,000 for a one-off diagnostic depending on scope. At Kolonell it is on quote.
Find out how AI assistants describe your firm. We record how search engines and assistants present your product today and propose a split tied to your pipeline targets. Request a diagnostic quote: reply within 48 hours.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.