Build in Public

Building Pactify: Updates & Learnings

I'm building Pactify in public—sharing what I'm learning, what's confusing, and what's not working. Not marketing, just honest progress updates.

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2026-03-21

v1.1.10 - Hotfix: ChatGPT Sync Is Back

HotfixChatGPTSyncBuild in Public

Hey everyone,

Quick emergency patch today. Over the past few days, some of you reported that ChatGPT conversations stopped syncing—Pactify would run but nothing new appeared in Notion.

What happened

ChatGPT quietly updated the HTML structure of their conversation pages. The way messages are wrapped in the DOM changed, which meant Pactify's content reader couldn't find the actual message text anymore. From our end, it looked like an empty conversation—so nothing got synced.

This is one of the realities of building on top of platforms that don't offer a public API for conversation data. When they change their frontend, we break. It's happened before with Gemini, and it'll probably happen again.

The fix

We've updated our ChatGPT content parser to match the new DOM structure. That's it—straightforward once we identified the root cause. The tricky part was reproducing it, since the rollout seemed gradual (not all users were affected at the same time).

What we're doing about it longer term

This incident made something clear: we need better early detection. Right now, when sync silently fails like this, users have to email us to report it. That's not good enough.

We're working on two things: - A built-in sync health check that surfaces issues faster—before you have to wonder why your Notion is quiet - Better diagnostic logging so when something does break, we can pinpoint the cause in minutes instead of hours

If your ChatGPT syncs were stuck, please update to v1.1.10 and try again. Everything should resume normally. If you're still seeing issues, hit me at element@pactify.io—I'll look into it personally.

Sorry for the disruption, and thanks to everyone who reported this. You're literally helping us build a better product.

Roadmap

From basic sync to intelligent knowledge network.

Auto Sync

Completed

Seamless AI Conversation Capture

Automatic sync for ChatGPT, Claude, GeminiOrganize by topics, tags, platformsCustomizable Notion template with tailored properties
2

Global Search

In Progress

Find Anything, Anytime, Across All Platforms

Cross-platform conversation access from sidebarSearch across all AI chatsQuick find with context injection
3

AI → Notion

In Progress

AI Insights Flow into Your Workflow

AI automatically writes to Notion databasesSmart content categorizationTask extraction to Notion todo lists
4

Notion → AI

In Progress

Your Knowledge Base Powers AI

Read Notion pages and feed to AISmart context injection from knowledge baseAI generates prompts from Notion pages
5

Team & AI Graph

Planned

Collaborative Intelligence Network

Team workspace and permission managementKnowledge graph visualizationAI-powered content recommendations

What should we build next?

Vote on features you care about. Your input shapes our priorities.

Auto Sync

Perplexity AI support

Sync Perplexity conversations to Notion

AI → Notion

Extract insights to your Notion databases

Auto-extract tasks, key points, and structured data from conversations into your existing Notion databases

AI-powered conversation tagging

Auto-categorize conversations with intelligent tags and summaries

One-click conversation transform

Transform conversations into structured formats: Meeting Notes, Bug Report, Research Summary

Auto-link related conversations

Detect related conversations by topic and time, chain them into navigable threads

Notion → AI

Inject Notion pages into AI chat

Select a Notion page and feed it as context to ChatGPT/Claude/Gemini

Query Notion databases from AI

Ask AI questions about data stored in your Notion databases

Gmail Context Assistant

Auto-surface relevant AI conversations and Notion pages when composing emails in Gmail

Previous Updates

2026-03-10

v1.1.9 - Every Message, Every Attachment, Every Time

Sync ImprovementsReliabilityAttachmentsBuild in Public

Hey everyone,

This release is about completeness—making sure what lands in Notion is a faithful record of what actually happened in your conversation.

The Tab-Switch Problem

Here's a subtle bug that took us a while to track down: if you switched away from a tab while an AI was still generating a response, the sync could fire before the message was fully written. The result? Truncated content in Notion—paragraphs that just... stopped mid-sentence.

The fix required rethinking how we detect "done." Pactify now monitors whether a tab is in the foreground, pauses sync when it detects you've switched away, and double-checks the AI's streaming status before pushing anything. It sounds straightforward, but each platform (ChatGPT, Claude, Gemini) signals "still generating" differently, so the detection logic had to be tailored per platform.

The short version: your conversations now arrive complete, even if you're multitasking across tabs.

Your Attachments Now Travel With You

This one's been quietly annoying power users for a while. When you upload an image, a PDF, or a file into ChatGPT, Claude, or Gemini as part of your prompt—that context just vanished from the synced Notion page. The AI's response referenced an attachment that wasn't there.

Now, uploaded files and images are captured with their filenames and links directly in your Notion sync. If you asked Claude to review a screenshot or fed Gemini a CSV, that context is preserved. Your future self will thank you when revisiting the conversation months later.

Handling the Long Ones Gracefully

Some conversations are just big. Weeks of back-and-forth, hundreds of messages, massive code blocks. When these take longer to process server-side, Pactify used to sometimes flash an error state—even though the sync was still working in the background.

Now, long-running syncs show a calm "Syncing..." indicator instead. The system retries automatically on the next cycle if needed. No false alarms.

Small But Meaningful

Two smaller fixes worth mentioning:

The trial quota display now reflects your actual plan limit instead of a hardcoded number. Whether you have 30, 50, or 60 conversations in your quota, the UI tells you the truth.

And on Claude specifically: Pactify was triggering unnecessary sync attempts on the empty "New Chat" page—before you'd even typed anything. That's gone. We also improved conversation title detection across all platforms, so you'll see fewer "Untitled" entries in your Notion database.

The Pattern

If you've been following these updates, you'll notice a theme: we're not adding flashy new features right now. We're making the core experience—sync your AI conversations to Notion—work reliably in every edge case. Tab switches, large files, long conversations, attachment context, accurate metadata.

The foundation has to be solid before we build higher. That work continues.

2026-02-27

v1.1.8 - We Stopped Hiding Errors From You

Sync ImprovementsUX ImprovementTransparencyBuild in Public

Hey everyone,

This one's about trust—specifically, about how we handle things when sync doesn't go as expected.

Why We Used to Stay Silent

When we first built Notion sync, our team anticipated that things would break. AI conversations are messy—nested code blocks, massive tables, edge-case formatting—and the Notion API has its own opinions about what it will and won't accept.

At that stage, we made a deliberate choice: when sync failed, retry silently. The reasoning was simple. Even if we surfaced an error, most users wouldn't know what to do with it. So we kept quiet, retried in the background, and fixed issues on our end as fast as we could.

That was the right call for v1.0. It's no longer the right call now.

What Changed

Over the past few months, we've resolved most of the technical sync failures—malformed blocks, encoding issues, platform-specific quirks. The success rate is genuinely high, and we're proud of that.

But the errors that remain are different in nature. They're no longer things we can fix on our side alone. The most common ones now:

- Notion API write instability: Notion's API occasionally rejects writes for transient reasons. These usually resolve themselves within seconds or minutes. - User-side structural changes: Someone renames a property in the Pactify database, deletes a synced page from Notion, or reorganizes the workspace structure we depend on. - Content exceeding Notion limits: Some conversations are simply too large for a single Notion page—Notion enforces block limits that long AI chats can exceed.

In all of these cases, silent retry either can't help or actively hides information you need.

What v1.1.8 Does Differently

We now surface sync status directly on the sync button, with two levels:

"Not Synced" means something went wrong, but it's likely temporary. Usually a Notion API hiccup. The retry mechanism is still running in the background, and in most cases, the conversation will sync successfully on its own within moments. No action needed from you—just awareness.

"Needs Attention" means there's a problem that requires your input. When you click the button, you'll see exactly what happened and what you can do about it. For example:

- If a synced page was deleted in Notion, you can hit Re-Sync to push the conversation back. - If the database structure was modified in a way that breaks our sync, we'll tell you what changed and how to restore it. - If a conversation exceeds Notion's page limits, we'll explain the constraint and suggest options.

Every error now comes with context and a clear path forward. No more guessing.

Why Now

This update was shaped directly by user feedback. Several of you reached out asking why certain conversations weren't appearing in Notion—and we realized you had no way to know that something had gone wrong, let alone fix it.

That's on us. Silent retry made sense when every failure was a bug we could patch. But when the fix requires your involvement, silence becomes a problem.

The Short Version

Pactify no longer hides sync issues from you. Transient failures still resolve automatically. Persistent ones now tell you what happened and give you tools to fix them. Your sync button is now an honest status indicator, not a black box.

Thank you to everyone who flagged sync issues and pushed us to be more transparent. Pactify has always been built with its users, and this release is a direct result of that.

2026-02-24

v1.1.6 & v1.1.7 - Security First, Then Getting Out of Your Way

SecurityUX ImprovementBuild in Public

Hey everyone,

Two releases in quick succession this time. Here's what changed and why.

A Note on How Fast We Move

Pactify ships updates almost every week. That's intentional—we'd rather fix something in three days than wait three weeks. But it also means if you're running an older version, you're missing fixes and improvements that are already live.

Chrome should auto-update extensions in the background, but it doesn't always happen immediately. If anything feels off, check your extensions page and make sure you're on the latest version. It genuinely makes a difference.

v1.1.6: Strengthening the Foundation

After the security incident we shared in v1.1.5, I wasn't satisfied with just stabilizing things. I went deeper.

The core of this release was building real-human verification into our system. The attack we experienced wasn't just about traffic—it was bots distorting signals, triggering false usage, and making it harder for real users to be seen. So we added verification checkpoints across the critical flow to distinguish genuine users from automated actors. When a bot can't get through, it stops doing damage.

The practical effect: less noise in our systems, fairer resource allocation for actual users, and better signal for us to improve the product based on real behavior rather than bot artifacts.

I also expanded the free trial to 30 conversations. If you've been on the fence, that's now a proper amount of time to see whether Pactify actually fits your workflow before committing.

One more thing—and I'll be direct about it: our Chrome Web Store visibility still hasn't fully recovered from the attack. The best thing you can do, if Pactify has been useful to you, is leave an honest review. Not for us—for the next person who needs this tool and is trying to figure out if it's worth trusting. Reviews from real users are the most effective counter to the kind of manipulation we went through. If you haven't yet, it would mean a lot.

v1.1.7: Reducing Friction

One thing I've noticed in user feedback: small interruptions break flow more than people account for. A dialog box that pops up mid-session—even a helpful one—can cost you three seconds of attention and derail a thought.

We removed the trial timeout dialog that used to appear while you were in the middle of a conversation. It was well-intentioned, but it was interrupting you at the wrong moment. The information it carried is still accessible, just no longer shoved in your face unprompted.

We also added a quiet version check. When a new version of Pactify is available, the extension will let you know—no pressure, just a nudge. Given our release cadence, staying current is worth it.

The Short Version

Security is tighter. Interruptions are fewer. And if you're not on v1.1.7 yet, it's worth the update.

2026-02-19

v1.1.5 - A Lesson We Needed to Learn

InfrastructureSecurityBuild in PublicTransparency

Hey everyone,

I want to be honest with you about what's been happening behind the scenes these past two weeks.

Pactify Was Under Attack

We were hit by a coordinated negative SEO campaign. If you've tried searching for Pactify on the Chrome Web Store recently and couldn't find us—that's why. The attack was deliberate and precisely targeted, and the impact was significant.

We spent a large portion of these two weeks investigating, diagnosing, and upgrading our security defenses. The situation has mostly stabilized, but our visibility in Chrome Web Store search is still recovering. Daily traffic dropped sharply, and I won't pretend that didn't hurt.

Why This Hit Harder Than Expected

Here's the honest truth: Pactify is not a mass-market product. We serve a specific group of people—those who use AI tools intensively and want to connect them with Notion. That's a small, focused audience. We're not running aggressive freemium growth or viral referral loops. We grow slowly, by being genuinely useful.

Which means when someone targets that foundation, it matters.

What stings more is that I should have caught this earlier. I had neglected some of the infrastructure fundamentals—monitoring, anomaly detection, platform health checks. By the time I sat down and did a serious analysis, a meaningful amount of damage had already been done. A well-designed attack was already weeks old before I recognized it for what it was.

What Comes Next

We're doing an internal review of our roadmap. This situation forced me to confront something I'd been deferring: we need a more stable foundation before we keep adding features on top of it.

That means three things going forward:

First, service stability and infrastructure will get the attention they deserve. Not glamorous work, but necessary.

Second, we're diversifying how we reach people. Relying too heavily on one discovery channel made us fragile. SEO, content, community—these need to work together.

Third, new feature development will slow down—temporarily. I know that's frustrating to hear if you've been waiting on something. But shipping features into an unstable foundation isn't responsible to you or to the product.

A Note to Everyone Still Here

This was a lesson. I'm not going to pretend otherwise or dress it up as a strategic pivot. We took damage, we made mistakes, and we're fixing them.

But I also know what Pactify is, what it's for, and who it's for. That hasn't changed. I'm asking for your patience while we make the underlying service worthy of the trust you've placed in it.

We'll come back stronger. Thank you for staying.

2026-02-13

v1.1.4 - The Details That Matter

Bug FixUser FeedbackSync Improvements

Hey everyone,

This week was all about fixing the small things that add up to big frustrations.

The Gemini Title Bug

Some of you noticed conversations syncing to Notion as "Untitled" when they came from Gemini. I finally tracked it down—Gemini changed their DOM structure, and my title scraper couldn't find the conversation name anymore. Rewrote the logic to handle their new layout. Your conversation titles should now show up correctly in Notion.

Understanding Why You Leave

I added a simple feedback form that shows up when you uninstall the extension. Just two questions: why you uninstalled, and what would bring you back. I'm not tracking you or selling data—I just need to know what's not working. If you ever decide to leave, your honest feedback would help more than you think.

The Title & URL Sync You Asked For

This one's been requested a few times: you rename conversations in ChatGPT to stay organized. In Claude, you move conversations between Projects. But Notion never knew about these changes—so your database got out of sync with your actual chats.

Now the sync is smarter. When you update a conversation, it checks if the title or URL changed (like when moved to a different project). If they did, it updates your Notion database automatically. One less thing you have to manually fix.

That's it for this week. Small improvements, but the kind that matter when you're using this daily.

2026-02-07

v1.1.2 - A Milestone: Going All-In on Notion Integration

Notion IntegrationPublic LaunchUI RedesignProduct Milestone
  • Minimalist UI Overhaul: Spent the last two weeks redesigning everything—both the Chrome extension and the website. Generous negative space, crystal-clear hierarchy, visual consistency across all touchpoints. It sounds simple, but completely overhauling UI in a short time while maintaining functionality? Not easy. But it matters. Your conversations deserve a clean, focused interface.
  • Frictionless Notion Sync Goes Public: Card-free trial is now live. After months of beta testing with your feedback (thank you), Notion sync is officially out of beta and production-ready. No waitlist, no beta invites—registered users can start syncing immediately with 30 free conversations.
  • What This Means: For existing Starter members and beta testers, nothing changes—you keep your unlimited access. For new free users, you get 30 conversations to try the full auto-sync experience. This has been the most requested feature, and I'm relieved it's finally stable enough to open publicly.
  • What's Next: This is a milestone, but also a starting point. We're pivoting fully to Notion Integration—not just one-way sync, but true bidirectional AI ↔ Notion workflows. I have ideas (contextual injection, knowledge graph connections, adaptive syncing), but I need to validate them with real usage first. Expect more experiments in the coming weeks.
2026-01-31

v1.1.1 - This Week's Bug Fixes & Small Wins

Bug FixPerformanceWeekly Iteration
  • Spent a day figuring out why images weren't exporting. Turns out each AI platform wraps image blobs differently in their DOM. Wrote custom adaptors for Gemini and ChatGPT — your DALL-E creations should finally survive the export.
  • Claude's interface update broke our button positioning (it started overlapping their 'Share' menu). The joy of building on moving platforms. Adjusted our CSS injection to play nice with their new layout.
  • The Sidepanel started feeling heavy on my 500+ message conversations. Profiling showed too many unnecessary re-renders. Switched to virtualized lists — scrolling should be buttery smooth now.
  • Felt the navigation header was stealing too much vertical space from the actual content. Compacted the design while making click targets larger. Still iterating on how to maximize reading area in such a narrow window.
2026-01-27

Pactify v1.1.0: Finally, a Real "Second Brain Portal"

SidepanelGlobal SearchNotion IntegrationBuild in PublicProduct Update

I built the v1.0 Popup following standard tutorials. Big mistake. In daily use, I found myself hating it—it covered my content and felt like an interruption, not a helper.

The deeper issue I faced: My "Second Brain" (Notion) and my "AI Brain" (ChatGPT/Claude) were completely siloed. I was a human copy-paste bridge, wasting hours moving context back and forth.

So I made a scary decision: stop all marketing, pause new features, and rewrite everything for the Chrome SidePanel API. v1.1.0 isn't just an update; it's the workflow I actually wanted.

What's New

  • Architecture Shift: Scrapped the React Popup implementation entirely. Moved to Chrome SidePanel API + Manifest V3. It was a headache to handle the different content security policies, but the persistent workspace is worth it.
  • The "Lost Conversation" Fix: I kept forgetting which AI I used for specific tasks. Built a unified local index that aggregates ChatGPT, Claude, and Gemini history into one search bar.
  • Context Injection: Solving the "Alt-Tab" fatigue. You can now select Notion pages and inject them into your current AI chat context without leaving the tab (Experimental).
  • Waitlist Reality: Notion's API limits are stricter than I realized. Had to prioritize stability for paid users over massive free growth.

What I Learned

  • Context switching is the enemy. If a tool makes you switch windows, it costs more cognitive load than it saves.
  • Rewriting is terrifying. We went "dark" for 3 weeks to fix the architecture. Usage dropped, but the foundation is finally solid.
  • Sustainability vs. Growth. Notion's API quotas forced a hard choice: restrict deep integration to paid users or crash the service. I chose stability over vanity user counts.
2026-01-07

Notion Auto Sync Beta: The Bridge Between AI and Your Second Brain

Notion IntegrationAuto SyncBuild in PublicPKMProduct Update

I exported an AI conversation to Google Docs last month. Perfect formatting, clean structure.

Then I closed the tab and forgot it existed. Three weeks later, I repeated the same conversation.

The export worked. The workflow didn't. That's when I realized: I'd been solving the wrong problem.

AI conversations need to live where your thinking happens—not in export folders. That's why I built Notion Auto Sync.

What's New

  • Notion Auto Sync (Beta): Automatically sync ChatGPT, Claude, and Gemini conversations to your Notion workspace
  • Full Conversation Content: Properly formatted with tables, code blocks, and LaTeX formulas preserved
  • Smart Metadata: Auto-includes conversation title, date, AI platform, and direct link back to original
  • Multi-Platform Support: Works seamlessly across ChatGPT, Claude, and Gemini
  • Auto-Generated Tags: Coming soon—AI-powered conversation summarization and tagging
  • Chrome Sidepanel: Quick access to Pactify features directly in your browser (in development)

What I Learned

  • Export problem ≠ workflow problem. The real gap is "my conversations are disconnected from my knowledge system"
  • Different people organize differently: by project, by date, by topic. One-size-fits-all integration doesn't work
  • My workflow isn't your workflow. Need real user scenarios before building Phase 2 features
  • The bridge isn't just about moving text—it's about actual workflow integration between AI and your "thinking place"
  • Building Phase 1 (one-way sync) proves the concept. But the bigger vision is two-way interaction: Notion → AI and AI → Notion
  • This bet might be wrong. Maybe people don't want deep integrations. That's why I'm building in public—to find out
2025-12-18

One-Click Notion Export: Connect Your AI Conversations to Your Second Brain

Notion IntegrationAI WorkflowProductivityProduct Update

Remember spending 5-10 minutes copy-pasting ChatGPT conversations into Notion? Losing formatting, manually adding metadata, fixing broken tables?

After hearing this frustration from dozens of researchers and consultants, I built what should have existed from day one: one-click Notion export.

Now your AI conversations land directly in your Notion workspace—formatted, organized, and ready to use.

No more workflow friction. No more context switching. Just click, export, done.

What's New

  • One-Click Notion Export: Export ChatGPT, Claude, and Gemini conversations directly to Notion with a single click
  • Multi-Platform Support: Works seamlessly across all three major AI platforms with consistent quality
  • Format Preservation: Tables, code blocks, LaTeX formulas, and formatting maintained perfectly
  • Smart Metadata: Auto-includes conversation date, platform, model info, and token count
  • Instant Speed: Complete export in under 5 seconds—no waiting, no processing delays
  • Flexible Organization: Choose target database, add custom tags, customize export location

What I Learned

  • Export friction isn't a minor inconvenience—it's a workflow killer that makes people abandon valuable AI conversations
  • The real problem isn't "saving AI chats" but "integrating them into existing workflows where actual work happens"
  • High-frequency users (5+ conversations/day) lose 30-60 min/week on manual export—time that should go to actual thinking
  • Different users need different organization: some by project, some by date, some by topic. One-size-fits-all doesn't work
  • Quality matters more than speed: a 5-second export that preserves formatting beats a 1-second export that loses context
2025-12-09

Beyond Export: Building Workflow Connections

Workflow ConnectionsProduct UpdateBuild in PublicUser Research

After talking with dozens of researchers, I realized something: just exporting AI conversations isn't enough.

You use Zotero, Obsidian, Overleaf, Google Docs. Your workflow is fragmented by design.

What people actually need is better connections between the tools they already use.

This led us to completely rethink what Pactify should be—and what we built next.

What's New

  • Connect to Google Docs: AI conversations land directly in your Google Drive where your drafts live
  • Connect to Obsidian (Markdown): Drop conversations into your vault, link to existing notes, build knowledge graphs
  • LaTeX Copy on All Platforms: ChatGPT, Gemini, Claude—all standardized with one-click copy
  • Light/Dark Mode Toggle: Switch seamlessly without reloading, perfect for late-night work
  • Freemium Upgrade: 30 conversions/month (6x), 1MB per file (10x), all templates available

What I Learned

  • Format problem ≠ workflow problem. The real question is "where does this go in my system?"
  • You shouldn't need to hit limits on day 3 just to test if something fits your workflow
  • I don't have all the answers—metadata preservation, bi-directional links, Zotero integration? Need your feedback
  • Quality feedback beats vanity metrics. Would rather grow slowly with people who actually need this
  • Building in public means admitting uncertainty and asking for help, not showing off what's "done"
2025-11-25

LaTeX Support, Multi-Platform, and Quality Improvements

LaTeXMulti-PlatformQualityTesting

After two weeks of 14-hour days, I shipped what users asked for.

LaTeX copying, Claude and Gemini support, Markdown exports, better formatting—real problems from real researchers.

But here's what keeps me up: did I build what people actually need, or what I think they need?

Am I solving core problems, or just enabling workarounds?

What's New

  • LaTeX Copy Button: Click "Copy LaTeX" on ChatGPT formulas, paste directly into your editor
  • Claude & Gemini Support: Custom handling for each platform's quirks to maintain export quality
  • Markdown Export: Academic-standard formatting with proper LaTeX delimiters and citation formats
  • LaTeX Formula Fixes: ChatGPT's non-standard delimiters ([...] vs $$) now render correctly in Word
  • Styling Improvements: Tables, headers, lists spacing and alignment match academic standards
  • Testing Obsession: 20 academic scenarios × 3 platforms × 100+ test cycles = 97%+ accuracy

What I Learned

  • Every change breaks something else—fixing LaTeX broke table spacing, improving Claude changed ChatGPT citations
  • Multi-platform support might be enabling workarounds rather than solving core problems
  • "Ready to use" means different things to different people—need more clarity on what quality bar matters
  • Infrastructure is invisible when it works. You only notice when it breaks.
  • The goal isn't just "export"—it's "ready to use without manual cleanup"
2025-11-17

Why I Built This (And Why I'm Not Sure What to Build Next)

Build in PublicProblem DiscoveryUser Research

After 3 years building AI products that didn't work, I finally admitted something:

I don't know what people actually need.

So I'm building Pactify in public—starting with my own problem (2-4 hours/week wasted organizing AI conversations).

But I'm openly asking: is this even a real problem worth solving?

What's New

  • Built minimum viable export: ChatGPT conversations → professional Word documents
  • Academic document standards: LaTeX formulas, tables, proper formatting
  • Enterprise-grade security: Temporary storage, auto-deletion, no third-party exposure
  • Chrome Extension: One-click export directly from ChatGPT interface
  • Started with my own pain point: AI saves 30 minutes, but organizing takes 90 minutes

What I Learned

  • Closed-door development never works—spent 3 years building things nobody used
  • Everyone's AI use cases are completely different: research, creative, legal, technical
  • The gap isn't AI capability—it's the bridge from "AI generated" to "actually usable"
  • Most export tools just save as plain text. When there are formulas, tables, code—everything breaks
  • Need to hear real user scenarios before building more features, not assume I know what they want

Help Me Build Better

I'm not trying to sell you something—I'm trying to understand if this direction makes sense. Your real-world scenarios and feedback matter more than anything else.