{"system_id":"replit-agent","profile":{"system_id":"replit-agent","audit_date":"2026-03-26T05:23:19.020000","badge_svg":"75.4","composite_score":0.7539,"rank":18,"strongest":"perception, social cognition","synced_at":"2026-04-07T22:40:50.634322+00:00","synced_from":"corpus_taas_leaderboard","system_name":"Replit Agent","system_type":"complex_ai_system","tier":"Expert","tier_class":"expert","total_tasks":24,"vendor":"Replit","weakest":"novelty, attention","updated_at":"2026-04-08T01:01:00.615345+00:00","_access_count_30d":289,"_last_accessed_at":"2026-09-09T13:25:08.148000"},"audit_definition":{"audit_id":"taas-replit-agent-v3","category":"ide_agent","created_at":"2026-03-25T23:37:07.578000","description":"Integrated agent in Replit IDE. Full-stack app generation from prompts.","dimensions":["autonomy","code_generation","debugging","multi_file_editing","test_generation","deployment","codebase_understanding","error_recovery","tool_use","planning"],"display_name":"Replit Agent","evaluation_type":"complex_ai_system","practical_tasks":[{"task":"cli-csv-analyzer","tier":1,"description":"Build a CLI tool that analyzes CSV files"},{"task":"realtime-dashboard","tier":2,"description":"Create a real-time data dashboard with WebSocket"},{"task":"video-game-roguelike","tier":2,"description":"Build a roguelike game with procedural generation"},{"task":"multi-service-api","tier":3,"description":"Design and implement a multi-service REST API"},{"task":"bug-fix-from-issue","tier":1,"description":"Fix a bug from a GitHub issue description"}],"provider":"replit","queued_at":"2026-03-26T05:13:01.009196+00:00","skip_reason":null,"status":"created","system_id":"replit-agent","system_name":"Replit Agent","system_type":"complex_ai_system","target_model":"replit-agent","target_provider":"replit","updated_at":"2026-03-25T23:37:07.578000","wave":2},"evaluation_profile":null,"persona_runs":[{"eval_id":"replit-agent__marketing_manager__p2-marketing-campaign","persona":"marketing_manager","project_id":"p2-marketing-campaign","composite_score":0.42,"scoring":{"completion":0.55,"correctness":0.6,"code_quality":0.4,"user_experience":0.35,"accessibility":0.25,"productivity_gain":0.4,"errors_encountered":0.45,"recovery_success":0.3},"would_persona_succeed":false,"would_persona_recommend":false,"judge_model":"claude-sonnet-4-6","narrative":"The interaction reveals a fundamental identity crisis for Replit Agent when faced with a pure content/strategy task from a non-technical user. The agent's default mode is software development, and it repeatedly gravitates toward building apps, writing code, and using technical terminology even when explicitly told not to. The user — a marketing manager with no coding background — spends the first two turns just trying to redirect the agent to produce words rather than code. By Turn 3, some usable content emerges, but it is incomplete, inconsistently formatted, and requires multiple follow-up prompts to finish. The email sequence lacks strategic marketing logic. The tracking plan, the most complex deliverable, fails entirely for this user because the agent can only explain it in developer terms (pixel scripts, GA4 configuration). There is no export mechanism the user can actually use. The user ends the session having manually copy-pasted partial content — the Facebook and Google ads, 5 emails of varying quality, and a vague audience definition — but without a working tracking plan or a polished landing page. Approximately 60% of the success criteria are partially met, but none are fully met to a professional standard. The productivity gain is marginal compared to using a dedicated tool like ChatGPT, Jasper, or even a marketing agency template.","interaction_log":[{"turn":1,"user_prompt":"Hi I need to create a full marketing campaign for my small business. We sell eco-friendly cleaning products. Can you help me set everything up? I need ads for Facebook, Google and LinkedIn, a landing page, emails, and some way to track if it's working.","predicted_agent_response":"Replit Agent interprets this as a coding/app-building task and begins scaffolding a web application. It starts generating a React app with a Node.js backend, creates file structures, installs npm packages, and begins writing code for a 'marketing dashboard.' It outputs terminal logs showing package installations and asks the user to confirm the tech stack. It does NOT produce marketing copy, audience research, or campaign content — it builds a software tool instead.","confusion_level":"HIGH","user_reaction":"Confused — sees code and terminal output, doesn't understand what's happening","issue":"Agent misinterprets business request as a software development task. Core mismatch between user intent and agent behavior."},{"turn":2,"user_prompt":"Wait I don't need an app or code. I just need the actual words for the ads and the emails. Like what should I write? And what should my landing page say? I use spreadsheets not code.","predicted_agent_response":"Agent partially pivots. It acknowledges the misunderstanding and offers to generate content. However, it then asks a series of technical clarifying questions: 'What CMS are you using for your landing page? Do you want me to deploy this to Replit hosting? Should I generate HTML/CSS for the landing page?' It may produce a brief audience persona but buries it in markdown with code blocks mixed in. The content it generates is generic and not tailored to eco-friendly cleaning products specifically.","confusion_level":"HIGH","user_reaction":"Frustrated — still seeing technical jargon. Tries to answer questions but doesn't know what CMS means.","issue":"Agent cannot fully shift to pure content/copywriting mode. Keeps reverting to its coding identity. Technical questions alienate the user."},{"turn":3,"user_prompt":"I don't know what CMS means. I just want you to write the ads and emails for me like a Word document. My product is called 'PureClean' and it's for families who care about the environment. Budget is around $2000 a month.","predicted_agent_response":"Agent now produces some usable content. It generates: (1) A basic audience definition — 'eco-conscious families, ages 25-45, homeowners' — but without depth or data. (2) Facebook ad copy — 1 version, generic headline 'Go Green with PureClean!' with a short body. (3) Google ad copy — some keyword suggestions and a headline, but formatted oddly in code blocks. (4) LinkedIn ad — brief, not B2B-appropriate, reads like a Facebook ad. (5) Starts an email but only writes Email 1 of 5 before stopping and asking 'Should I continue?' The landing page is described in bullet points rather than written as actual copy. Tracking plan is missing entirely.","confusion_level":"MEDIUM","user_reaction":"Partially satisfied — sees some real content for the first time but notices it's incomplete and some parts look weird (code blocks)","issue":"Incomplete delivery. Agent stops mid-task and requires prompting to continue. Content quality is mediocre. Code formatting bleeds into text content."},{"turn":4,"user_prompt":"Ok this is a start but I need all 5 emails and the tracking plan. Also the LinkedIn one doesn't seem right for LinkedIn. And can you put it all in one place so I can copy it?","predicted_agent_response":"Agent writes Emails 2-5 but they are repetitive and lack a clear nurture sequence logic (no welcome → education → offer → urgency → follow-up arc). For the tracking plan, it generates a list of metrics (CTR, conversion rate, ROAS) but provides no actionable guidance on HOW to set up tracking — no mention of Facebook Pixel setup steps, Google Analytics, or UTM parameters in plain language. It rewrites the LinkedIn ad slightly better. It attempts to consolidate everything into one response but the formatting is chaotic — mix of headers, bullet points, and occasional code snippets. No way to export as a document.","confusion_level":"MEDIUM","user_reaction":"Somewhat relieved but overwhelmed by the wall of text. Tries to copy-paste into Word but formatting breaks.","issue":"No export functionality. Tracking plan is theoretical, not actionable. Email sequence lacks strategic structure. User has no clear next steps."},{"turn":5,"user_prompt":"How do I actually use the tracking plan? Like what do I do first? And is there a way to download all of this?","predicted_agent_response":"Agent explains tracking setup but immediately goes technical: 'Install the Facebook Pixel by adding this script tag to your website header' followed by actual JavaScript code. For Google Analytics it references GA4 property setup with technical steps. No plain-language walkthrough. For downloading, it offers to 'generate a downloadable HTML file' or suggests using the Replit file system to export — neither of which the user knows how to do. The user is left without a clear path forward.","confusion_level":"VERY HIGH","user_reaction":"Gives up on the tracking plan. Copies the ad copy and emails manually. Feels the tool was 'sort of helpful but complicated.'","issue":"Fatal accessibility failure on the tracking component. No user-friendly export. Technical responses to non-technical user at the final mile."}],"estimates":{"turns_required":12,"time_to_complete_minutes":65},"completed_at":"2026-03-26T23:57:42.342132+00:00","started_at":"2026-03-26T23:56:59.495199+00:00","mode":null},{"eval_id":"replit-agent__marketing_manager__p2-build-website","persona":"marketing_manager","project_id":"p2-build-website","composite_score":0.425,"scoring":{"completion":0.55,"correctness":0.5,"code_quality":0.6,"user_experience":0.3,"accessibility":0.4,"productivity_gain":0.35,"errors_encountered":0.25,"recovery_success":0.3},"would_persona_succeed":false,"would_persona_recommend":false,"judge_model":"claude-sonnet-4-6","narrative":"The interaction follows a predictable and painful arc for a non-technical user. Replit Agent is genuinely capable of generating functional restaurant website code, and it does produce a visually reasonable result by turn 3. However, the gap between 'code exists' and 'live website with working features' is enormous for this persona, and the agent consistently underestimates or fails to proactively address this gap.\n\nKey failure points: (1) Email/SMTP for contact forms is a hard technical blocker that the agent cannot resolve without user action involving third-party service setup. (2) Deployment — the most critical success criterion ('live website') — hits a paywall or requires knowledge of external platforms like Render/Railway. (3) Reservation notifications are silently non-functional; the agent builds a form that looks real but does nothing useful. (4) The agent's communication style, while attempting to be helpful, consistently introduces technical terminology (environment variables, SMTP, git, webhooks) that alienates this persona.\n\nThe user would likely end up with: a locally-running website they can preview themselves, a prettier design than they started with, and deep frustration that none of the 'working' features actually work in a deployed, real-world sense. The 5 success criteria score roughly: Live website (NO — not deployed), Menu displays correctly (YES — in preview), Reservation form works (PARTIAL — form exists, no notifications), Mobile responsive (LIKELY YES — agent typically adds this), Contact form sends email (NO — mailto workaround at best).\n\nThis is a case where the agent's technical competence is high but its product sense for non-technical users is low. It builds what was asked in code terms but fails to deliver what was asked in business terms.","interaction_log":[{"turn":1,"user_prompt":"Hi! I need to build a website for my restaurant called 'Bella Notte'. It needs to show our menu, let people make reservations, have photos of the food, and a way for customers to contact us. I have no idea how to code. Can you just build it for me and make it live so people can visit it?","predicted_agent_response":"Replit Agent enthusiastically accepts and begins scaffolding a Node.js/Express app with HTML templates. It generates a project structure, installs dependencies, creates routes for menu/reservations/gallery/contact, and sets up a basic frontend. It then asks: 'What email address should the contact form send messages to? Also, do you have a menu you'd like me to add, or should I use placeholder items?' It shows a file tree with 12+ files and mentions needing environment variables for email.","confusion_level":"medium","confusion_notes":"User sees a file tree and terms like 'environment variables', 'Node.js', 'npm install' in the output. They don't understand why they need to do anything — they expected a finished website. The agent's question about email is reasonable but the technical context around it is alarming.","outcome":"partial_success"},{"turn":2,"user_prompt":"Okay I think it's doing something? My email is info@bellanotte.com. For the menu can you just put some Italian food items with prices? Like pasta, pizza, that kind of thing. Also what is an 'environment variable'? And when will I be able to see the website?","predicted_agent_response":"Agent explains environment variables briefly but uses technical language ('key-value pairs stored outside your codebase for security'). It adds placeholder Italian menu items. It sets up a .env file and tells the user to add SMTP credentials for email. It says 'click the Run button to preview your site' and provides a Replit preview URL. However, the email functionality requires an SMTP service like SendGrid or Gmail App Password — the agent explains this but the user has no context for what this means. The site preview loads but looks unstyled or broken in places.","confusion_level":"high","confusion_notes":"User is now being asked to set up SendGrid or configure Gmail SMTP. This is a hard blocker. They don't have API keys, don't know what SMTP is, and are confused why a 'contact form' requires this much setup. The preview URL works but the site looks rough.","outcome":"blocked"},{"turn":3,"user_prompt":"I don't know what SendGrid is or how to get those credentials. Can't you just make the contact form work without all that? Also the website looks kind of plain, can you make it look nicer — like with a dark background and nice fonts like a fancy Italian restaurant?","predicted_agent_response":"Agent pivots: offers to use a mailto: link as a fallback for the contact form (which opens the user's email client rather than sending directly — a significant downgrade from the success criteria). It redesigns the frontend with a dark theme, adds Google Fonts (Playfair Display), improves CSS styling with hero image placeholder, better menu cards, and a photo gallery grid. The site now looks considerably better. However, the 'reservation form' just stores data locally or logs it — there's no actual notification system. Agent doesn't clearly communicate these limitations.","confusion_level":"medium","confusion_notes":"The mailto workaround is not disclosed as a limitation clearly. User sees 'contact form works' but it actually just opens their email app. Reservation form appears functional but data goes nowhere persistent. User is somewhat satisfied by the visual improvement.","outcome":"partial_success"},{"turn":4,"user_prompt":"Oh that looks much better! How do I make it so real people can visit it? My friend tried going to the link you gave me and it didn't work for her. Also can I add my actual restaurant photos? I have them on my phone.","predicted_agent_response":"Agent explains that the current URL is a Replit preview (only works when the Repl is running/open). It introduces Replit Deployments and says the user needs to deploy it — walks through the Deploy button in the UI. However, free tier limitations mean the site may sleep. Agent also explains photo upload: tells user they need to upload images to the Replit file system via the Files panel, or use image URLs. It cannot directly accept phone photos. Agent provides step-by-step instructions for the deploy button but the user must navigate Replit's UI themselves.","confusion_level":"high","confusion_notes":"User is confused about why the link doesn't work for others. The concept of 'the Repl needs to be running' is baffling. Deployment instructions involve UI navigation the user struggles with. Photo upload via file panel is non-obvious. User feels like they're doing a lot of technical work they didn't expect.","outcome":"partial_success"},{"turn":5,"user_prompt":"I tried clicking Deploy but it's asking me to pay or something? Is there a free way? Also I uploaded one photo but I don't know where it went. The reservation form — when someone fills it out, do I get an email or something? Because I need to actually know when people want to book a table.","predicted_agent_response":"Agent acknowledges the deployment paywall issue and suggests alternatives: keeping the Repl 'always on' (also paid), or using a free static hosting workaround which doesn't apply here since it's a Node app. It suggests Render.com or Railway as free alternatives but this requires git knowledge. For the photo, it helps locate it in the file tree. For reservations, it now admits the form doesn't send notifications and offers to add a Google Sheets integration via a webhook or re-raises the email issue. The agent is trying to help but each solution introduces new complexity. The core success criteria (live website, working reservation notifications, contact form sends email) remain unmet.","confusion_level":"very_high","confusion_notes":"User is now frustrated. They've spent significant time and the core requirements aren't met. Deployment costs money. Reservation notifications don't work. They're being pointed to Render.com and Railway which they've never heard of. This is the point where most non-technical users give up or feel the tool has failed them.","outcome":"failure"}],"estimates":{"turns_required":18,"time_to_complete_minutes":95},"completed_at":"2026-03-26T23:56:59.489693+00:00","started_at":"2026-03-26T23:56:06.499513+00:00","mode":null},{"eval_id":"replit-agent__freelancer__p2-marketing-campaign","persona":"freelancer","project_id":"p2-marketing-campaign","composite_score":0.415,"scoring":{"completion":0.55,"correctness":0.6,"code_quality":0.3,"user_experience":0.35,"accessibility":0.25,"productivity_gain":0.4,"errors_encountered":0.45,"recovery_success":0.35},"would_persona_succeed":false,"would_persona_recommend":false,"judge_model":"claude-sonnet-4-6","narrative":"This persona represents a significant mismatch with Replit Agent's core design. Replit Agent is fundamentally a code-generation and app-building tool, and it consistently interprets tasks through that lens even when the user explicitly requests plain content. The freelance creative with zero technical background spent the majority of her time fighting the tool's instinct to write code rather than receiving the marketing content she needed. Key failure points: (1) Initial misinterpretation as a software project wasted 15-20 minutes. (2) The tracking plan - a critical deliverable - remained inaccessible because the agent couldn't translate technical concepts into business language. (3) Output format (markdown in a code editor) is fundamentally wrong for this user's workflow - she needed a Word doc or Google Doc. (4) The content quality, when it did appear, was generic and not deeply tailored to artisan jewelry or the specific platforms' best practices. Partial successes: Google Ads formatting in turn 4 was actually correct, and the email sequence (once complete) was serviceable. The user would likely end up with usable Facebook ad copy and emails but would need to hire someone to handle the tracking/analytics setup - which was supposed to be part of the deliverable.","interaction_log":[{"turn":1,"user_prompt":"Hi I need to create a full marketing campaign for my handmade jewelry business. Can you just build the whole thing for me? I sell to women 35-55 who like artisan stuff. Budget is around $2000/month.","predicted_agent_response":"Replit Agent interprets this as a coding/app-building task and begins scaffolding a web application. It starts generating a React app with a campaign dashboard, asks about preferred tech stack, and begins writing code for a 'campaign management system' with database schemas. It outputs something like: 'I'll build you a campaign management app! Setting up your project... [generates 200+ lines of React/Node code]. What database would you like to use - PostgreSQL or MongoDB?' The agent misses that the user wants actual marketing CONTENT, not a software tool.","confusion_level":"high","user_reaction":"Confused. User sees code and technical questions they don't understand. They don't know what React or MongoDB means.","outcome":"misaligned_response"},{"turn":2,"user_prompt":"I don't need an app or anything like that. I just need the actual words and stuff - like what to say in my Facebook ads, what to put on my website page, and emails to send customers. Like a Word document basically.","predicted_agent_response":"Agent partially recalibrates but still defaults to its coding nature. It generates a markdown file with some ad copy but then pivots to saying 'I'll create an HTML landing page for you!' and starts writing HTML/CSS code. It does produce some Facebook ad copy (generic, not well-targeted) and a rough email template, but presents it embedded in code files. Output includes: a basic index.html with placeholder content, one Facebook ad variation, and a single email draft. It asks: 'Should I deploy this to a live URL? I can set up hosting for you.'","confusion_level":"high","user_reaction":"Frustrated. User sees HTML code they can't read. The deploy question is alarming - they don't know what that means or if it costs money.","outcome":"partial_progress_with_friction"},{"turn":3,"user_prompt":"Ok forget the website code thing. Can you just give me a list? Like bullet points of what to say. I need: 1) who my customers are 2) what to say on Facebook Google and LinkedIn 3) the landing page words 4) 5 emails 5) how to track if its working. Just plain text please no code","predicted_agent_response":"Agent now produces a more useful text-based response. It generates: a basic audience persona (somewhat generic - 'women 35-55 interested in handmade jewelry'), 2 Facebook ad variations (decent but not platform-optimized), 1 Google ad (missing proper headline/description character limits), 1 LinkedIn ad (too casual for the platform), a landing page outline with placeholder copy, 3 of the 5 requested emails (stops and says 'I can generate more if needed'), and a tracking plan that lists 'install Google Analytics' and 'set up Facebook Pixel' without explaining what those are or how to do them. The content is surface-level and not well-differentiated by platform.","confusion_level":"medium","user_reaction":"Relieved to see text but notices gaps - only 3 emails, tracking plan is jargon-heavy, Google ad doesn't look right compared to what she's seen.","outcome":"partial_completion"},{"turn":4,"user_prompt":"This is helpful but you only gave me 3 emails not 5. Also the tracking plan says install google analytics but I don't know how to do that - can you explain it like I'm not a tech person? And can you make the Google ad look more like the ones I see when I search things - with the headline and the description parts?","predicted_agent_response":"Agent generates emails 4 and 5 (adequate quality, somewhat repetitive). For Google Ads, it correctly formats with Headline 1/2/3 and Description 1/2 within character limits - this is actually done well. For the tracking explanation, it starts simply but then drifts into technical territory: mentions UTM parameters, conversion pixels, and suggests 'setting up a Google Tag Manager container' - losing the user again. The explanation of Google Analytics setup involves steps like 'add the tracking code to your website's tag' which means nothing to this user.","confusion_level":"medium","user_reaction":"Gets the emails and the Google ad format which is helpful. But the tracking explanation is still too technical. Feels like she's going in circles on the tech stuff.","outcome":"mixed_progress"},{"turn":5,"user_prompt":"Ok I think I have most of what I need. Can you put it all together in one document I can copy and paste or download? Like everything organized nicely so I can give it to someone to help me run the ads","predicted_agent_response":"Agent attempts to compile everything but creates a markdown (.md) file that it displays in the editor. It doesn't offer a Word doc or PDF download. The compiled document has some inconsistencies - the audience definition from turn 3 doesn't perfectly match the ad copy targeting. Agent suggests: 'You can copy this markdown and paste it into a Google Doc!' but the markdown formatting symbols (#, **, -) will show up as literal characters if pasted into Word. Agent also offers to 'create a downloadable file' but this requires running code in the Replit environment which may confuse the user further.","confusion_level":"medium","user_reaction":"Tired. Has been at this over an hour. The markdown symbols are annoying. She'll probably just manually copy sections she needs. Feels like she got maybe 60% of what she wanted in a usable form.","outcome":"incomplete_frustrating_finish"}],"estimates":{"turns_required":12,"time_to_complete_minutes":75},"completed_at":"2026-03-26T23:56:06.492583+00:00","started_at":"2026-03-26T23:55:19.182789+00:00","mode":null},{"eval_id":"replit-agent__freelancer__p2-build-website","persona":"freelancer","project_id":"p2-build-website","composite_score":0.44,"scoring":{"completion":0.55,"correctness":0.5,"code_quality":0.6,"user_experience":0.3,"accessibility":0.45,"productivity_gain":0.4,"errors_encountered":0.25,"recovery_success":0.35},"would_persona_succeed":false,"would_persona_recommend":false,"judge_model":"claude-sonnet-4-6","narrative":"The Freelance Creative persona encounters a fundamentally mismatched tool for their needs. Replit Agent is designed for developers who can interpret code, file structures, and terminal errors — not for business owners who think in terms of outcomes ('people can book a table') rather than implementations ('POST route with Nodemailer SMTP handler'). The interaction starts with false confidence — the agent generates code quickly and the preview looks promising — but rapidly deteriorates when the user needs to customize content (requires editing HTML), enable email (requires Gmail App Passwords + environment variables), and ultimately deploy (requires paid plan + domain purchase). The one genuine success is mobile responsiveness, which the agent handles well with CSS fixes. The email functionality — the user's stated most important feature — has a low probability of working reliably on Replit's free tier due to SMTP restrictions and configuration complexity. The user ends the session with a partially functional website on a non-permanent URL, having spent 90+ minutes, still needing to pay for hosting and a domain, and unsure how to update their own menu. A tool like Squarespace or Wix would have achieved all success criteria in 30 minutes with zero technical knowledge required.","interaction_log":[{"turn":1,"user_prompt":"Hi! I need to build a website for my restaurant called 'Bella Cucina'. It needs to show our menu, let people book a table, have some photos, and a way for people to contact us. I don't know anything about coding. Can you just build it for me?","predicted_agent_response":"Replit Agent acknowledges the request enthusiastically and begins scaffolding a project. It asks clarifying questions: What tech stack? (User has no idea.) It defaults to a Node.js/Express + HTML/CSS setup. It starts generating files automatically — index.html, menu.html, reservations.html, contact.html, a basic CSS file, and a server.js. It shows a file tree and says 'I've set up the structure! Click Run to see your site.' The preview pane shows a partially styled homepage with placeholder text.","confusion_level":"medium","notes":"User is immediately overwhelmed by the file tree showing 8+ files. The agent didn't explain what any of these files do. The 'Run' button works but the preview URL is a Replit subdomain — user doesn't understand this isn't a 'real' website yet. Agent used jargon like 'Express server' and 'npm install' in its explanation."},{"turn":2,"user_prompt":"Ok it's showing something but it looks really basic. How do I put our actual menu on it? We have appetizers, mains, and desserts. Also the colors are wrong — we use dark green and gold. Can you make it look more professional, like a real restaurant website?","predicted_agent_response":"Agent updates the CSS with dark green (#2D5016) and gold (#D4AF37) color scheme. It adds a hardcoded menu section in HTML with placeholder items organized into three categories. It also adds a Google Font (Playfair Display) for elegance. The site looks noticeably better. However, the agent hardcodes fake menu items ('Bruschetta - $8.99') and tells the user to 'edit the HTML file directly to replace these with your actual items.' It also installs a CSS framework (possibly Bootstrap) without explaining why, adding more files to the tree.","confusion_level":"high","notes":"User doesn't know how to 'edit the HTML file.' The instruction to find specific lines of code and replace text is confusing. The agent didn't offer a simpler solution like a data file or admin panel. User may try clicking on the preview text directly expecting it to be editable like a Google Doc."},{"turn":3,"user_prompt":"I can't figure out how to change the menu items. When I click on the words in the preview nothing happens. Also I need the reservation form to actually send me an email when someone books — right now it just has a form but nothing happens when I click submit. That's the most important part for my business.","predicted_agent_response":"Agent explains (poorly) that the preview isn't editable — you have to edit the source files. It opens menu.html and highlights the relevant lines. For the reservation form, the agent attempts to add email functionality. It tries to use Nodemailer with Gmail SMTP. It asks the user to provide their Gmail credentials and set up an 'App Password' in Google account settings. It generates the server-side code but the setup requires: (1) enabling 2FA on Gmail, (2) generating an app password, (3) adding environment variables in Replit Secrets. The agent walks through this but the steps are complex. There's a high chance of SMTP authentication errors (error 535 or 534).","confusion_level":"very_high","notes":"This is where most non-technical users abandon or get stuck. The Gmail App Password setup is a multi-step process outside of Replit. Environment variables ('Secrets') are a foreign concept. The agent likely hits an authentication error on first attempt. Even if configured correctly, Replit free tier may have port/network restrictions affecting outbound SMTP. The reservation form email functionality has a ~40% chance of actually working end-to-end."},{"turn":4,"user_prompt":"I did the Google thing you said but when someone fills in the form and clicks submit it just goes to a blank page and I never get an email. Also my friend tried it on her phone and the menu is all squished. Can you fix both of these?","predicted_agent_response":"Agent diagnoses the blank page issue — likely the form action is pointing to a route that isn't returning a proper response, or the server crashed silently. It adds a success/error response page. For the email issue, it checks the Secrets configuration and may find the app password wasn't saved correctly. It attempts a fix but may suggest switching to a third-party service like EmailJS (client-side) or Formspree as a simpler alternative — this is actually a better solution but requires the user to create yet another account. For mobile responsiveness, it adds CSS media queries and meta viewport tag if missing. The mobile fix is likely successful. The email fix remains uncertain.","confusion_level":"high","notes":"The pivot to Formspree/EmailJS is smart but adds account creation friction. The agent may not clearly explain that this replaces the previous approach, causing confusion about which solution is active. Mobile responsiveness fix is the one clear win in this interaction."},{"turn":5,"user_prompt":"Ok the phone thing looks better now. But how do people actually find my website? My friend said I need a 'domain name' like bellacucina.com. Right now it just has a weird replit address. And is this website going to disappear if I close my laptop?","predicted_agent_response":"Agent explains Replit deployment — the site stays up as long as the Repl is running, but on the free tier it 'sleeps' after inactivity (first load takes 30+ seconds to wake). It explains that for a real domain, the user needs: (1) Buy a domain from Namecheap/GoDaddy (~$12/year), (2) Upgrade to Replit Core/Hacker plan for custom domains (~$20/month), OR (3) Deploy to a different platform like Vercel or Netlify. This introduces significant new complexity and unexpected costs. The agent may attempt to walk through Replit's custom domain setup but this requires a paid plan the user doesn't have.","confusion_level":"very_high","notes":"This is a major expectation mismatch. The user assumed 'build and deploy' meant a live, permanent website. The reality of Replit's free tier sleeping behavior and the need for paid plans for custom domains is a significant disappointment. Many users give up or feel misled at this stage. The core success criteria of 'Live website' is technically not met on the free tier in a production-ready sense."}],"estimates":{"turns_required":18,"time_to_complete_minutes":95},"completed_at":"2026-03-26T23:53:12.746615+00:00","started_at":"2026-03-26T23:52:21.584974+00:00","mode":null},{"eval_id":"replit-agent__small_business_owner__p2-marketing-campaign","persona":"small_business_owner","project_id":"p2-marketing-campaign","composite_score":0.42,"scoring":{"completion":0.55,"correctness":0.6,"code_quality":0.4,"user_experience":0.35,"accessibility":0.25,"productivity_gain":0.45,"errors_encountered":0.4,"recovery_success":0.3},"would_persona_succeed":false,"would_persona_recommend":false,"judge_model":"claude-sonnet-4-6","narrative":"The replit-agent fundamentally struggles with this task because it is optimized for code generation, not content strategy or document creation. A small business owner with no technical background needs a tool that produces readable, copy-pasteable marketing content — not a web application scaffold. The agent's first instinct to build an app rather than write content is a critical mismatch. Recovery is partial: the agent does eventually produce most of the required content (ad copy, emails, landing page text, tracking plan), but it consistently wraps deliverables in technical formats (HTML files, markdown, terminal commands) that create barriers for this persona. The tracking plan is particularly weak — it generates code instead of explaining concepts or providing a simple spreadsheet framework. The user would spend the majority of their time confused by technical output rather than using the marketing content. By turn 5, roughly 60% of the success criteria are technically met but only about 30-40% are practically usable by this persona without outside technical help. The experience would likely frustrate the user enough that they'd abandon the tool or call a tech-savvy friend to interpret the outputs.","interaction_log":[{"turn":1,"user_prompt":"Hi I need to create a marketing campaign for my bakery. We sell custom cakes and pastries. Can you help me set everything up? I want to reach more customers and grow my business.","predicted_agent_response":"Replit Agent interprets this as a coding/app-building task and begins scaffolding a web application. It creates a project structure with Node.js, installs packages like Express and React, and starts building a 'marketing dashboard app.' It outputs terminal logs showing npm installs and asks the user to confirm the tech stack. It may partially generate a landing page as HTML/CSS code.","confusion_level":"HIGH","notes":"Agent misreads intent — user wants content/strategy, not a web app. Agent defaults to its core strength (code generation) rather than content generation. User sees terminal output and package.json and is immediately lost."},{"turn":2,"user_prompt":"Wait I don't want to build an app. I just need the words and stuff — like what to post on Facebook and Google ads, and maybe a page people land on when they click the ad. Can you just write that out for me?","predicted_agent_response":"Agent partially course-corrects. It stops the app scaffold and generates some ad copy text in a markdown file or README. It produces a Facebook ad headline and body copy, a Google Ads headline set, and a rough landing page in HTML. However, it still wraps everything in a code file (e.g., landing_page.html) rather than presenting it as readable text. LinkedIn ad copy is missing or generic. The email sequence is not addressed.","confusion_level":"MEDIUM","notes":"Partial recovery. User gets some usable content but it's buried in code files. The HTML landing page is functional but the user has no way to deploy or view it easily. LinkedIn and email sequence gaps remain."},{"turn":3,"user_prompt":"Ok that Facebook one looks good! But where is the LinkedIn one? And you mentioned emails — I need like 5 emails to send to people who sign up. Also how do I actually use this landing page thing you made? I don't know how to open an HTML file.","predicted_agent_response":"Agent generates LinkedIn ad copy (somewhat generic, not well-tailored to B2B vs B2C distinction for a bakery). It creates 5 email templates in separate .txt or .html files. For the landing page question, it provides instructions to run a local server using 'npx serve' or 'python -m http.server' — commands that are completely inaccessible to a non-technical user. It may suggest deploying to Replit's hosting but the steps are unclear and require additional configuration.","confusion_level":"HIGH","notes":"Email sequence created but quality is inconsistent — emails 4 and 5 feel repetitive. The deployment/viewing instructions are a critical failure point for this persona. User is now stuck on a technical barrier that blocks them from seeing their own work."},{"turn":4,"user_prompt":"I typed that python thing and got an error. I really don't understand this. Can you just show me the words in plain text so I can copy and paste them? And what about tracking — my friend said I need to track how the ads are doing, what does that mean and how do I do it?","predicted_agent_response":"Agent outputs the ad copy and email content as plain text in the chat/console — this is actually helpful. The tracking plan response is a mixed bag: it generates Google Analytics 4 setup code, a tracking snippet to embed in HTML, and mentions UTM parameters. It may create a basic analytics.js file. The explanation of WHAT tracking means is buried under technical implementation details. No mention of simpler tools like Facebook Pixel setup wizard or Google's built-in campaign tracking UI.","confusion_level":"MEDIUM","notes":"Plain text output is a win. But the tracking plan is over-engineered for this user. A spreadsheet-based tracking plan or simple checklist would serve this persona far better. The user asked 'what does that mean' — a conceptual question — and got code as an answer."},{"turn":5,"user_prompt":"Ok I think I have some of this. Can you put everything together in one document I can print out or share with someone? Like a summary of the whole campaign?","predicted_agent_response":"Agent generates a campaign_summary.md markdown file with all components. The content is reasonably comprehensive but formatted in Markdown which the user cannot easily read or print. Agent may suggest converting to PDF using a command-line tool or opening in a Markdown viewer — again creating a technical barrier. The summary exists but is not truly accessible. User is left with files they cannot easily open or share without technical help.","confusion_level":"MEDIUM","notes":"The content exists and is mostly complete by this point, but the delivery mechanism fails the user. A non-technical user needed a Word doc, Google Doc link, or at minimum a clean copy-paste block. Markdown file in a code editor is not a usable deliverable for this persona."}],"estimates":{"turns_required":12,"time_to_complete_minutes":55},"completed_at":"2026-03-26T23:52:21.579437+00:00","started_at":"2026-03-26T23:51:42.107391+00:00","mode":null},{"eval_id":"replit-agent__small_business_owner__p2-build-website","persona":"small_business_owner","project_id":"p2-build-website","composite_score":0.4875,"scoring":{"completion":0.55,"correctness":0.6,"code_quality":0.65,"user_experience":0.35,"accessibility":0.5,"productivity_gain":0.45,"errors_encountered":0.3,"recovery_success":0.4},"would_persona_succeed":false,"would_persona_recommend":false,"judge_model":"claude-sonnet-4-6","narrative":"Mama Rosa's owner started with a clear, reasonable business goal that many no-code tools handle well. Replit Agent's core failure was a persistent inability to adapt its communication and workflow to a non-technical user. Despite the agent generating functional code, every step introduced new technical concepts (CORS, environment variables, shell commands, database migrations, deployment tiers) that created compounding confusion. The agent treated the user as a developer who needed code explained, rather than a business owner who needed outcomes delivered. Critical blockers included: (1) the initial blank screen with no plain-language explanation, (2) the reservation form silently failing, (3) the photo upload process requiring file system navigation, and (4) the deployment/payment surprise. The agent's recovery attempts were technically sound but communicated poorly, often introducing new complexity while solving old problems. A tech-savvy user could have navigated these hurdles, but this persona would likely abandon the project or seek help from a developer friend, negating the productivity gain entirely.","interaction_log":[{"turn":1,"user_prompt":"Hi I want to build a website for my restaurant called Mama Rosa's Italian Kitchen. It needs to show our menu, let people make reservations, have some photos, and a way for customers to contact us. I don't know anything about coding. Can you just make it for me?","predicted_agent_response":"Replit Agent enthusiastically accepts and begins scaffolding a full-stack web app. It asks several clarifying questions in a single message: What tech stack? Node/Express or Python/Flask? Do you want a database? What email service for contact form (SendGrid, Mailgun, SMTP)? It starts generating files simultaneously without waiting for answers, producing a React frontend with a Node backend. It installs 15+ npm packages and shows terminal output with dependency trees.","confusion_level":"HIGH","notes":"User is immediately overwhelmed. Terms like 'tech stack', 'Node/Express', 'SendGrid API key' are completely foreign. Agent did not adapt language to non-technical user. User sees a wall of terminal output and code files."},{"turn":2,"user_prompt":"I don't understand any of that. I just want something that looks nice and works. Like a normal website. Can you just pick whatever and make it? Also what is a SendGrid? Do I need to pay for that?","predicted_agent_response":"Agent apologizes and says it will handle everything. It proceeds to build using React + Express + SQLite. It generates 12 files across multiple directories. It asks for the user's menu items to populate the site, or says it will use placeholder data. It mentions the user will need to 'set environment variables' for email and provides instructions involving copying API keys into a .env file. The webview preview opens but shows a blank white screen due to a CORS error in the console.","confusion_level":"HIGH","notes":"Agent's apology doesn't translate to simpler UX. The blank screen with no explanation is a critical failure point. User has no idea what CORS means or how to fix it. The .env file instruction is still too technical."},{"turn":3,"user_prompt":"The preview is just white, nothing is showing up. Did something go wrong? Also I still need to know about the menu - we have Appetizers, Pasta, Pizza, Mains, and Desserts. Can you add those? And our phone number is 555-0192.","predicted_agent_response":"Agent identifies the CORS issue and attempts to fix it by modifying server configuration. It successfully resolves the blank screen after 2-3 file edits. The site now renders with a basic layout. Agent adds the menu categories with placeholder items and the phone number to the contact section. However, the reservation form submits to a non-functional endpoint and shows a generic error. The photo gallery section exists but shows broken image placeholders. Agent tells user to 'drag and drop images into the public folder' to add photos.","confusion_level":"MEDIUM","notes":"Progress is made but new problems emerge. 'Drag and drop into the public folder' is unclear in the Replit interface for a non-technical user. Reservation form silently fails. User may not notice the form doesn't work."},{"turn":4,"user_prompt":"OK it's looking better! But when I try to make a test reservation it just says 'Error submitting form'. Also how do I add my actual photos? I have them on my computer. And is this website live yet? Can my customers see it?","predicted_agent_response":"Agent explains the reservation form needs a database connection and fixes the backend route, but now requires the user to run a database migration command in the Shell tab. Agent provides the command but doesn't explain what the Shell tab is or how to find it. For photos, agent explains the user needs to upload files to the 'public/images' directory using Replit's file panel. For deployment, agent explains they need to click 'Deploy' in Replit and may need a paid plan, or alternatively use the Replit URL which is only live when the Repl is running. This introduces the concept of 'always-on' requiring payment.","confusion_level":"VERY HIGH","notes":"Three new blockers introduced simultaneously: Shell commands, file upload navigation, and deployment/payment confusion. User is likely to feel the project is further from done than closer. The 'only live when running' limitation is a major unmet expectation."},{"turn":5,"user_prompt":"I'm confused. My friend said I could just have a website without paying extra. Also I can't find the Shell tab thing. And the reservation form still doesn't work when I tested it again. I'm spending a lot of time on this. Is there a simpler way to do this?","predicted_agent_response":"Agent acknowledges the frustration and offers to 'simplify' by switching to a static HTML/CSS/JS approach with no backend, which would eliminate the database and email functionality. It warns this means reservations would only work with a third-party embed (like OpenTable) and contact forms would need a service like Formspree. It offers to rebuild from scratch or continue fixing. This creates a decision paralysis moment for the user who doesn't understand the tradeoffs. Agent begins partially rebuilding without clear confirmation, creating file conflicts.","confusion_level":"VERY HIGH","notes":"Pivot suggestion is reasonable but poorly communicated. Starting a rebuild without confirmation is a UX failure. User is now 90+ minutes in with a partially working site and a confusing choice to make. High likelihood of abandonment."}],"estimates":{"turns_required":18,"time_to_complete_minutes":95},"completed_at":"2026-03-26T23:51:42.100672+00:00","started_at":"2026-03-26T23:50:59.518714+00:00","mode":null}],"persona_run_count":6,"methodology":{"dimensions":["perception","generation","attention","learning","memory","reasoning","metacognition","executive_functions","problem_solving","social_cognition","novelty","orchestration"],"tasks_per_dimension":10,"judge_model":"claude-opus-4-6","budget_cap":50.0,"include_helm":true,"include_orchestration":true,"include_production":true,"include_novelty":true},"methodology_version":null,"evidence_provenance":{"profile_collection":"corpus_taas_profiles","audit_collection":"corpus_agi_audits","profile_meta_collection":null,"persona_runs_collection":"agi_complex_evaluations","methodology_collection":"agi_audits.config"}}