Strategy research
From an agency perspective, Articos brings speed, clarity, and real user signal into the strategy process.
It helps cut through assumptions and gives teams something concrete to build on — stronger work, better client decisions.
The Wynter alternative for every messaging decision.
For B2B teams shipping messaging weekly, not quarterly. Same research rigor as a panel — peer-reviewed at 86% recall, under 30 minutes per study, no credit ceiling.
3-day trial · 2 free researches · No credit card
86%
Recall against expert-published research findings — validated against Baymard Institute and Nielsen Norman Group.
< 30 min
From research question to enterprise-grade report. Same job, 100× faster than a panel.
$8–$20
Cost per research on Pro. Wynter's mid-level message test runs $225.
500+
Agencies, consultants, and SaaS teams using Articos.
Where we stand
Wynter was built for the quarterly research cycle. B2B teams stopped shipping that way.
Wynter built the strongest B2B research panel in the market — 80k+ LinkedIn-verified professionals, used by 1.8k+ SaaS companies including HubSpot, Shopify, and Intercom. For the decisions that earn a real panel, it's the credibility you pay for. But the panel model was built around credits, audience pricing, and 12–48 hour turnarounds — a research cadence that doesn't match teams shipping messaging weekly. Articos is built for the cadence you're shipping at. Same research jobs, peer-reviewed methodology, under 30 minutes.
What you run
Every research job you'd run on Wynter. Plus the ones the panel model can't justify.
Articos isn't message-testing-only. It's the full B2B research stack — grounded in behavioral science, all in under 30 minutes per study.
Concept Testing
Validate multiple messaging directions in a single study.
Drop in your value props, brand narratives, hero headlines, or category stories. Each persona reacts independently — clarity, resonance, objections, the language they'd actually use. Compare across stance types in one pass, not five tests.
Wynter: preference test per round, billed by credit, 12–48 hours.
Message Testing
The same job Wynter is famous for — different signal source.
Headlines, ads, LP copy, full pages. Articos runs each persona blind to your hypotheses, then returns clarity scores, resonance, objections, and the language patterns your audience actually uses. Five built-in dissenters per panel.
Wynter: B2B message testing, billed at 15 credits per mid-level panelist.
A/B Testing
Every A/B test tells you which variant won. Articos tells you why.
Pre-launch testing for LPs, hero variants, pricing pages, ad creative. No traffic needed, no spend. Get structured persona reactions and the "why" behind each preference — before you push to paid.
Wynter: preference tests and landing page tests, priced per credit.
User Interviews
Run user interviews without recruiting anyone.
Up to 50 behaviorally-diverse personas, each interviewed in an isolated session. Hypothesis-blind methodology. Follow up with Talk to Research — ask any persona any question, instantly.
Wynter: 1:1 panel interviews with scheduling and incentives.
ICP Discovery
Your audience, mapped — including the ones panels don't cover.
Build personas for any role, seniority, industry, and geo. Test which pains land, which buying triggers convert, which competitor frames stick. Cultural intelligence built in — a CISO in DACH doesn't sound like one in the US.
Wynter: ICP research surveys, priced per panelist by seniority.
Reports That Ship
Evidence-traced, white-label, client-ready.
Every finding cited to a specific persona quote. Confidence scores on every theme. Six-stage adversarial review pipeline. Export as PDF, white-label for client delivery. Your logo, your colors, not ours.
Wynter: report templates are clean. Articos' are designed to ship to a client.
Where Wynter strains
Four moments Wynter starts to strain.
Demand gen teams shipping multiple decisions a week
Wynter Pro is $20,000/yr for 20,000 credits — designed for the quarterly research cycle. For the marketer running an ad sprint Tuesday, an LP test Thursday, and an ABM sequence Friday, the credit pool drains and the 12–48 hour wait stretches longer than the test window itself.
With Articos Six variants in an afternoon, ship the same day. Unlimited researches, no credit math.
Agencies running across 8+ retainers
$20K/yr is one P&L. Across 10 retainers it's tight — and most clients won't approve a $200–500 line item per message test. The agency math becomes "skip the research" or "absorb the cost." Both bad options.
With Articos One $199/mo Pro sub covers every client. White-label PDFs in every report. Research moves from cost center to pitch differentiator.
Teams with niche or non-US audiences
Wynter is deep in SaaS marketing roles, thinner in software architects, CISOs, RevOps Directors, Series B founders, or non-US geographies. When the panel doesn't fit, sourcing is manual — adding days.
With Articos Any role, any industry, 69 countries — parallel and instant.
Performance teams under sprint pressure
12–48 hours is fast for panel research. It's still too slow for a Monday brief that ships Wednesday, or for the LP variant you want validated before tomorrow's paid push. The research arrives after the decision.
With Articos Under 30 minutes per study — research happens in the same work block as the writing.
Grounded in science
Different signal source. Same research rigor — proven on paper.
Articos doesn't use a panel. It uses synthetic personas grounded in behavioral science — Big Five personality (NEO-PI-R, 30 facets), Hofstede's six cultural dimensions across 69 countries, Rogers' diffusion model for stance diversity, ACT-R cognitive architecture, hypothesis-blind interview design, and a six-stage adversarial review pipeline. Same AI models as everyone else. Completely different architecture.
Built onBig Five (NEO-PI-R)Hofstede 6DRogers DiffusionACT-RBaymard InstituteNielsen Norman Group
Research Fidelity
86%
Recall against expert-published findings, validated against Baymard Institute and Nielsen Norman Group.
Research Fidelity Index, 46 studies across 9 domains
Cross-domain
46 studies
Validated across e-commerce, SaaS, healthcare, fintech, consumer mobile, education, enterprise, cross-cultural, and mixed research domains.
Grounded Simulation peer-reviewed study, Articos Research (2026)
Accuracy vs. raw AI
7.5×
More accurate than prompting the same AI model directly. Same model, different architecture.
Five-condition comparison, p < 0.002 (Wilcoxon signed-rank)
The honest part
Two reasons we send customers back to Wynter.
Worth saying out loud.
01
Longitudinal brand tracking.
Quarterly awareness, perception, and share-of-voice tracked from the same panel over a year. Synthetic research isn't designed for that pattern — Wynter is.
02
Deliverables that require a verified human panel.
Some board, procurement, or regulated environments specifically require named human respondents on the cover sheet. Synthetic data won't pass that bar — and shouldn't be asked to. Use Wynter for those.
For everything else — message testing, concept testing, ICP discovery, positioning, A/B tests, user interviews — the choice is economics and methodology, not quality.
Side by side
The side-by-side.
| Capability | Wynter | ArticosTry free → |
|---|---|---|
| Signal source | 80,000+ LinkedIn-verified B2B panel | Synthetic personas (Big Five, Hofstede 6D, ACT-R) |
| Time to results | 12–48 hours | Under 30 minutes |
| Pricing | $20K/yr Pro · $32K/yr Elite · PAYG +50% | $79/mo Starter · $199/mo Pro (unlimited) |
| Contract | 1-year pre-paid for Pro | None — cancel anytime |
| Per-test cost | 15 credits/mid-level test | Included on Pro ($8–$20 effective) |
| Validation evidence | Customer case studies | Peer-reviewed paper · 86% recall |
| Message testing | ✓ | ✓ |
| Concept testing | ✓ (preference tests) | ✓ — multiple directions in one study |
| A/B testing | ✓ (with traffic) | ✓ — no traffic needed |
| User interviews | ✓ (panel + scheduling) | ✓ — instant, hypothesis-blind |
| ICP discovery | ✓ | ✓ |
| Brand tracking | ✓ | Not a fit |
| Niche B2B roles | Audience must exist | Instant — any role |
| International | Sequential per geo | Parallel · 69 countries |
| Stance diversity | Recruitment-dependent | Engineered in every panel |
| Evidence traceability | Interview recordings | Every finding cited to a quote |
| White-label reports | Not a focus | Built-in on Pro |
| Best for | Quarterly research, brand tracking | Daily, weekly, and launch-cycle decisions |
Wynter pricing verified at wynter.com/pricing in May 2026. Subject to change.
What teams say
Founders, agencies, and consultants — moments when assumption met evidence.
Persona research
The user interviews are gold. The personas I spoke to felt real, and their opinions matched real users from companies I’d tested before. Direct answers from your customers, whenever you need them, without chasing anyone down.
Concept testing
I’ve tested a lot of tools, but this one actually delivers: stop guessing, start knowing. The simulated survey questions had way more depth and nuance than I expected — and the report output was amazing.
Quick research
Articos is basically a research assistant with an MBA, except they hand you a full report in half an hour. No more guessing or waiting weeks — fast insights that are actually right on point.
For most teams, yes — for message testing, concept testing, ICP discovery, positioning, A/B testing, and user interviews. The exceptions are longitudinal brand tracking and contexts that specifically require named human respondents. Many customers downsize Wynter and keep it for those specific jobs.
Concept testing is where the architecture difference shows up most. On Wynter, comparing multiple concept directions means multiple preference tests, priced per credit, returned in 12–48 hours per round. On Articos, you run the same comparison in one study, in 30 minutes, with stance-diverse reactions and the "why" behind each preference. No credit math, no scheduling.
At 86% recall against expert-published research findings across 46 validated studies and 9 industries, benchmarked against Baymard Institute and Nielsen Norman Group. 7.5× more accurate than bare-prompting the same AI model.
Cadence mismatch. Wynter is built for the quarterly cycle. Demand gen and agency work runs weekly. When teams are making multiple messaging decisions a week, the credit pool and 12–48 hour wait become the bottleneck.
Yes. The more useful framing is unit economics: Wynter is built so every test has a real per-credit cost. Articos is built so the per-test cost approaches zero, which is what lets teams research every messaging decision instead of just the budgeted ones.
Yes. Unlimited researches across every client on one $199/mo Pro subscription. White-label reports built in.
Articos doesn't do longitudinal brand tracking. If you need quarterly awareness and share-of-voice metrics tracked from the same panel over time, that's a Wynter job.
Same underlying AI models. Different architecture. Bare-prompting GPT generates 142 themes per study at 4.5% precision — 22:1 noise. Articos produces 17 focused themes with hypothesis-blind interviews, stance diversity, cognitive memory, and adversarial review. 7.5× more accurate, p < 0.002.