Test what converts with your shoppers. Ship the winner, not the experiment.
Test ad creative, landing pages, pricing, and product concepts against behaviorally-grounded synthetic shoppers before paid spend teaches you which one lost. Under 30 minutes per test. Peer-reviewed at 86% human accuracy against Baymard Institute and Nielsen Norman Group.
7-day trial · 2 free researches · No credit card
The ecommerce reality
Why ecommerce teams pay Meta and Google to teach them what loses.
Ecommerce teams ship creative, landing pages, and offers on gut, then pay paid platforms to teach them what didn't work. Most new ad creative underperforms the control, but you find out which after the paid spend has already served the losers. Live A/B tests take two to four weeks to reach significance while half your traffic serves the losing variant. Traditional customer research through panels costs $5,000 to $30,000 per round and takes weeks. So most testing happens in-market, and CAC absorbs the tuition.
Testing what your audience thinks before spend goes live doesn't slow the work. Articos runs it in 30 minutes at $8.
Where this fits in your workflow
What Articos does for ecommerce, and where in-market testing still owns.
- How shoppers react to your ad hook, headline, or creative before paid spend goes live
- Which landing page variant your audience prefers and why
- Which pricing framing, bundle, or offer structure your segment reads as fair
- How your product concept lands with the target buyer before development
- Which value proposition your ICP can repeat back after seeing it
- Actual click-through rate and conversion rate from real traffic
- Behavioral outcome measurement over time (LTV, retention, repeat purchase)
- Statistically significant in-market A/B tests with your real audience
- Purchase intent measurement backed by transactional data
Most ecommerce teams do both. Articos handles the pre-launch decisions that used to require paid traffic to answer.
Five ecommerce decisions you can test on Articos
Five ecommerce research decisions you can test in under 30 minutes.
Each decision below is a real query buyers type into Google or ask AI tools. Below each: the sub-persona it serves, the method Articos uses, what comes back, and the honest limit.
How do you test ad creative for Meta, Google, and TikTok before paid spend goes live?
You test ad creative against synthetic shopper personas segmented by demographic, purchase behavior, and platform context. Articos returns which hook stops the scroll for each segment, how the offer reads, and where the creative underperforms — before CAC absorbs the lesson. Three creative variants against 12 to 50 synthetic personas in under 30 minutes at $8 per test.
Testing three hooks in-market on Meta or TikTok burns thousands learning which two lost. Articos runs your creative variants against synthetic personas modeled on your target shopper, returning reactions per variant, segment-level winners, and the specific reasoning behind why each creative worked or fell flat.
- Which creative your target segment stops scrolling for
- Objection patterns per creative variant
- Hook, offer, and CTA reactions surfaced separately
- Recommended creative direction per shopper segment
Reaction testing on ad creative before paid spend. Not a substitute for real in-market A/B tests measuring actual CTR and conversion rate.
See how Message Testing works for the general method →How do you test landing page variants before paid traffic goes live?
You run landing page reaction research against synthetic shopper personas, surfacing which hero, offer structure, and page flow each segment prefers before you commit paid traffic to the underperformer. Articos returns segment-level winner recommendations and section-by-section reactions in under 30 minutes at $8 per test.
Traditional A/B tests take two to four weeks to reach significance, and half your traffic serves the losing variant the whole time. Articos runs two landing page variants against 12 to 50 synthetic personas, each reacting independently to the hero, offer, social proof, product story, and CTA. You get the winner, the reasoning per segment, and which sections of each page landed.
- Hero clarity and resonance per variant
- Segment-level winners across shopper archetypes
- Section-by-section reactions across the page
- Objection patterns and CTA click likelihood per segment
Reaction testing on landing pages. Not a substitute for live in-market A/B testing with real traffic and actual conversion measurement.
See A/B Testing on Articos for full landing page comparison →How do you test product positioning before the launch or homepage rewrite?
You run positioning research against synthetic personas segmented by target segment, purchase context, and category familiarity, surfacing which framings your ICP can repeat back and which get lost. Articos returns segment-level positioning winners in under 30 minutes at $8 per test.
Positioning that works in the founder's head often doesn't survive the shopper's first read. Testing three positioning framings against your target segment — "premium alternative" vs "cleaner alternative" vs "the healthy version of X" — surfaces which lands, which segment responds to which frame, and the specific language your target buyer uses to describe your product.
- Clarity and resonance per positioning framing
- Language patterns your target segment uses
- Objection patterns per positioning direction
- Segment-level winner recommendations
Reaction and reasoning testing on positioning perception. Not a predictor of long-term category adoption or actual purchase behavior.
For strategic positioning testing, see Concept Testing on Articos →How do you test pricing, bundles, and offer structures before you ship them?
You run pricing and offer reaction research against synthetic shopper personas, testing multiple price points, bundle structures, and discount framings. Articos returns which pricing model each segment reads as fair or manipulative, with segment-level reasoning. Under 30 minutes at $8 per test.
Testing "$29.99 one-time" versus "three payments of $10" versus "Subscribe & Save $5" in-market takes weeks and requires committed spend. Articos runs your pricing framings against 12 to 50 synthetic buyer personas segmented by price sensitivity, purchase context, and category familiarity, surfacing objections and adoption drivers per segment.
- Perceived fairness per pricing model, per shopper segment
- Objection patterns per pricing framing
- Anchor value reactions across shopper archetypes
- Recommended pricing framing per buyer segment
Reaction testing on pricing perceptions. Not a substitute for actual transactional willingness-to-pay measured through real purchases.
How do you test a product concept before you commit to production?
You test product concepts and packaging copy against synthetic shopper personas segmented by target buyer archetype and purchase context, surfacing which concept your ICP recognizes as solving a problem they have. Articos returns concept reactions in under 30 minutes at $8 per test.
Product concepts that resonate internally often miss the shopper's purchase context. Testing three product concepts — feature bundles, category framings, positioning stories — against your target segment surfaces which lands, which language shoppers use to describe it, and which specific benefits drive purchase interest.
- Concept resonance per product framing
- Language patterns each shopper segment uses
- Purchase interest signals per concept
- Recommended concept direction with segment-level detail
Reaction and reasoning testing on concept perception. Not a substitute for real category testing, shelf visibility studies, or actual purchase behavior measurement.
For strategic direction testing, see Concept Testing on Articos →Grounded in science
Why synthetic user research from Articos holds up in stakeholder review.
Articos is the AI user research platform built on the same behavioral science methods used in academic consumer research — Big Five personality traits (NEO-PI-R), Hofstede's cultural dimensions across 69 countries, Rogers' diffusion of innovations model, and ACT-R cognitive architecture — and validated through a peer-reviewed paper at 86% recall against expert-published findings from Baymard Institute and Nielsen Norman Group.
Grounded Simulation peer-reviewed study, Articos Research (2026). Five-condition comparison, p < 0.002 (Wilcoxon signed-rank).
Read the full methodology →“We used to spend $3,000 learning which creative lost on Meta. Now we run three variants through Articos before the campaign goes live and ship the winner.”
Julia — Growth Lead, DTC Brand
FAQ
Common questions from ecommerce teams.
Stop paying Meta and Google to teach you what loses.
Pick one decision on your team's plate — three ad creatives, two landing page variants, a pricing test, a product concept. Run it through Articos. Under 30 minutes at $8.
7-day trial · 2 free researches · No credit card