What is the difference between AEO and GEO?

AEO (Answer Engine Optimization) is specifically about getting cited as a source when AI engines answer questions. GEO (Generative Engine Optimization) is broader — optimizing for inclusion in any AI-generated output, including product recommendations, comparisons, lists, and summaries. AEO is a subset of GEO.

Do I still need traditional SEO?

Yes. AEO doesn't replace SEO — it complements it. Traditional Google search still drives the majority of organic traffic for most B2B and ecommerce businesses. AI Overviews appear on roughly 47% of searches, but they often pull from the top SEO results. Strong SEO foundations make AEO 5-10x more effective.

How do you actually track AI citations?

We run a defined prompt set (30-100 queries depending on package) across ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews on a weekly cadence. We log whether your brand is mentioned, where you appear in the response, what context, and which competitors are cited alongside or above you.

How long until I see results?

Faster than traditional SEO, slower than paid ads. Schema and structural fixes get reflected by AI engines within 2-4 weeks. Citation increases on existing pages: 4-8 weeks. New AEO content getting indexed and cited: 8-16 weeks. Compounding effects: 4-6 months.

What is the pricing for AEO services?

Three packages. Starter at $2,500/month for SMBs. Growth at $5,500/month for $5M-$25M brands. Enterprise from $12,500/month for $25M+ brands. Quarter-to-quarter contracts with no 12-month lock-ins. INR pricing available for India clients.

Will AI eventually replace traditional search?

For some use cases, yes. For others, no. Research-heavy queries increasingly happen in AI tools. Transactional queries still happen in Google. The right strategy is to optimize for both surfaces — your content engine produces material that ranks in SERPs AND gets cited by AI.

Ecommerce Inventory Management: The 2026 Guide

Disclosure: some links are partner links — we may earn a commission at no cost to you. Opinions are our own from client work.

Inventory is where ecommerce profit quietly leaks. Stockouts lose sales and hurt marketplace rankings; overstock ties up cash. As you add channels — Shopify, Amazon, wholesale, quick commerce — manual tracking breaks. Here’s the system that scales.

The core problems

Stockouts: lost sales + suppressed Amazon/marketplace rank
Overstock: cash frozen in slow movers
Multichannel drift: quantities out of sync across stores
No forecasting: reordering on gut feel

What good looks like

One source of truth syncing stock across every channel in real time, reorder points based on velocity and lead time, and reporting that flags dead stock before it becomes a write-off.

Software that scales

Spreadsheets work until they don’t. Dedicated systems like Finale Inventory handle multichannel sync, purchase orders and forecasting for growing brands.

Try Finale Inventory →

Metrics to watch

Sell-through rate
Days of inventory on hand
Stockout rate by SKU
Inventory turnover

Scaling an ecommerce or D2C brand?

We run acquisition, CRO and retention as one system for brands doing $1M–$50M. Free 24-hour audit.

Get my free audit →

Tie it to marketing

Inventory and marketing must talk — never scale ads on a SKU about to stock out. That coordination is part of how we run Amazon growth and ecommerce accounts. Related: 2026 ecommerce trends.

Related: quick commerce guide.

Not sure which is right for you?

Tell us your website and what you're trying to fix. We'll recommend the right tool for Ecommerce inventory management that scales in 2026 — and send a prioritized action list. No pitch, 48-hour turnaround.