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Your audience, now inside your agent.

The MCP for user research in Claude, ChatGPT, Cursor, Gemini, and Copilot. Test messaging, positioning, and landing pages against simulated buyers matched to your ICP, inside your AI agent. Peer-reviewed research in under 30 minutes.

14-day trial · 1,000 free credits · No credit card · Code PH40 for 40% off

Works withClaudeClaudeChatGPTChatGPTGeminiGeminiCopilotCopilotCursorCursorand any MCP-compatible agent
86%

Recall against expert-published research findings, validated against Baymard Institute and Nielsen Norman Group.

< 30 min

From agent prompt to full research report with reasoning per persona.

5+ agents

Officially supported out of the box: Claude, ChatGPT, Gemini, Copilot, and Cursor.

$8 / study

Effective cost on the Pro plan. Unlimited research, no credit ceiling.

The gap

Marketing decisions wait for research that never comes.

Marketing teams, agencies, and founders ship copy on gut because audience research costs $5,000 to $30,000 and takes 4 to 8 weeks. Falling back on ChatGPT returns whatever you were already leaning toward. Articos MCP runs the research in the agent where you draft, before you commit.

How it works

Three steps. One prompt. Audience signal in minutes.

01

Connect Articos to your agent

One-time setup. Add Articos MCP to Claude, ChatGPT, or any MCP-compatible app. Takes a few minutes.

02

Ask inside your agent

From any prompt: "Test this positioning against SMB SaaS founders," or "Which of these three hero variants will land better?" Articos builds the simulated panel and runs the study.

03

Get structured feedback with reasoning

Simulated buyers react, give you their verdict, and tell you why. Every finding ties back to a specific persona and their reasoning. Full report in under 30 minutes.

What you can run

From messaging to positioning to ICP, all without a research project.

Test messaging before you ship it

Headlines, value props, email subject lines, cold outreach. Each simulated persona reacts with their reasoning, so you see which won and why.

Compare ad copy, landing pages, and variants

Drop in two or three versions. Get segment-level breakdown of which lands with which audience, and what each would change.

Find your ICP and the segments you're missing

Describe your product. Articos surfaces which audiences respond, which don't, and the segments worth exploring further.

Pressure-test positioning and A/B before paid traffic

Validate your positioning line, pricing frame, or category claim with simulated buyers before launching the ad spend.

Example prompts

What you can type inside your agent.

Articos MCP responds to natural language. No special syntax, no commands to memorize.

Test a positioning line

"Articos, test this positioning against SMB SaaS founders: 'The user research platform that gives you findings in 30 minutes, not 30 days.'"

Compare three variants

"Articos, which of these three email subject lines will land better with CMOs? [Variant A, Variant B, Variant C]"

Discover ICPs

"Articos, discover the top 3 ICPs for a product that helps marketers run user research in under 30 minutes."

Validate a concept

"Articos, run a concept test on this feature idea against product marketers at Series A SaaS: [concept description]"

Pressure-test pricing

"Articos, how would $199/month land with freelance consultants vs mid-market agencies?"

Each prompt returns a full report with reasoning per persona, segment-level breakdowns, and the exact language your audience uses.

What comes back

A structured report inside your conversation.

Articos MCP returns a full research report in-chat. Not a summary. Not a vibe check. Structured feedback you can act on and export.

Variant-by-variant scoring.Clarity, resonance, and credibility scores per variant with the segment breakdown behind each.
Segment-level winners, not averages.Which variant wins for enterprise buyers, SMBs, price-sensitive segments, or decision-makers — separately, not averaged into a single winner that hides the trade-off.
Direct persona quotes.The actual language each simulated buyer used, with sentiment and reasoning behind every reaction.
Objection patterns.The specific friction points that would stop each segment from converting, with suggestions for addressing them.
Full report in your Articos account.Every MCP study is also saved in your Articos platform for white-label export, team sharing, and historical comparison.

Grounded in science

Same AI everyone uses. Completely different architecture.

Articos is one of the only AI user research platforms with a peer-reviewed validation paper. Personas are built on 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 interviews, and a six-stage adversarial review pipeline.

Big Five (NEO-PI-R)Hofstede 6DRogers DiffusionACT-RBaymard InstituteNielsen Norman Group
86%

Research Fidelity

Recall against expert-published findings, validated against Baymard Institute and Nielsen Norman Group.

Research Fidelity Index, 46 studies across 9 domains

46 studies

Cross-domain validation

Across e-commerce, SaaS, healthcare, fintech, consumer mobile, education, enterprise, cross-cultural, and mixed research.

Grounded Simulation peer-reviewed study, Articos Research (2026)

7.5×

Accuracy vs. raw AI

More accurate than prompting the same AI model directly. Same model, different architecture.

Five-condition comparison, p < 0.002 (Wilcoxon signed-rank)

Read the full methodology

How Articos MCP compares

The alternatives to running research inside your agent.

DimensionDirect ChatGPT promptingOther research MCPsTraditional platformsArticos MCP
Where research happensInside agentInside agentSeparate platformInside agent
Data sourceModel guessYour past research onlyReal panelsPeer-reviewed synthetic personas
SetupNoneMCP installNew tool onboardingOne-time MCP paste
New research or retrieval?Model-generated guessRetrieve past studies onlyNew research, slowNew research, instant
MethodologyNoneVariesPanel-dependentBig Five + Hofstede + Rogers + ACT-R
Peer-reviewedNoNoVariesYes (Grounded Simulation paper)
Time to findingsInstant but unreliableDepends on your archive4–8 weeksUnder 30 minutes
CostModel usage onlyPlatform subscription$5,000–$30,000 per study$8 per study on Pro
Best forBrainstorming onlyTeams with heavy research archiveEnterprise flagship studiesWeekly research cadence
What teams say

Founders, agencies, consultants, and growth teams — moments when user research replaced assumption.

Trusted by Operators and Decision-Makers
who validate before they commit
Francis Yupangco
Francis Yupangco
Founder
“
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.
Francis Yupangco
Founder · Yventure Brand Strategy Partners

Security & privacy

Your prompts and research stay yours.

No model training on your data.

Articos does not use your prompts, research questions, or persona interactions to train models. Ever.

Your data stays in your Articos account.

Every MCP study is saved in your Articos platform under your account. Nothing is shared with other users or external systems.

You control what the MCP sees.

The MCP connection only shares what you explicitly type into your agent. Articos cannot access your other agent conversations, files, or integrations.

Articos MCP is a Model Context Protocol integration that lets you run peer-reviewed synthetic research from inside AI agents like Claude, ChatGPT, Gemini, Copilot, and Cursor. Ask your agent to test messaging, positioning, or landing pages. Articos runs the study and returns findings in the conversation.
Any MCP-compatible agent. Officially tested on Claude (desktop and web), ChatGPT, Gemini, Microsoft Copilot, and Cursor. If your tool supports Model Context Protocol, Articos MCP works with it.
No. Setup is a one-time copy and paste of Articos MCP into your agent's settings. Full step-by-step guide at articos.com/mcp/setup.
Yes. Articos MCP connects your agent to your Articos account. Free trial includes 2 studies, no credit card. Paid plans start at $79/month on Starter or $199/month on Pro for unlimited research.
Yes. Articos does not train models on your prompts or research. All data stays in your Articos account. The MCP connection only shares what you explicitly ask it to.
General LLMs reflect whatever you're leaning toward. They don't have stance diversity, behavioral science grounding, or peer-reviewed methodology. Articos personas disagree with you, raise objections, and anchor reactions in actual research. 7.5× more accurate on research tasks than direct ChatGPT prompting (p<0.002).
Articos MCP is included on all paid Articos plans. Starter at $79/month, Pro at $199/month for unlimited research. Free trial includes 2 studies, no credit card required. Launch offer: use code PH40 for 40% off Starter and Pro.
Not yet. MCP currently supports message testing, concept testing, positioning validation, ICP discovery, and A/B comparisons. Full user interviews run inside the Articos platform.
Yes. Articos MCP runs alongside other MCP connections such as Slack, Linear, Notion, or Google Drive. You can chain workflows: test messaging in Articos, then post the winning variant to a Slack channel.
Every MCP study is saved in your Articos platform account for future reference, white-label export, team sharing, and historical comparison. The in-chat response gives you the summary; the Articos platform holds the full exportable report.

Test your next decision inside your agent.

Launch with confidence, not gut. Use code PH40 for 40% off Starter and Pro. Or try free with 2 studies, no credit card.

Book a 20-min call

Starter $79/mo · Pro $199/mo · Free trial includes 2 studies