RawReply

Your voice. At the speed of AI.

For brainstorming an idea, drafting a proposal, or shipping a post. Memory keeps your voice across every draft.

example loaded — tap to edit

No sign-in needed.

memory

It learns the way you actually write.

Most AI tools start over every session. RawReply notices the patterns that make your writing recognizable. The shape of your sentences, the words you avoid, the way you sign off. No style guide. No training upload. Just write.

style memory

live across every chat

  • Writes one-pagers as headers + fragments, not paragraphs
  • Says “PM” not “stakeholder”, “ticket” not “issue”
  • Defaults to 1-2 sentence Slack replies
  • Proposals open with the goal, not the background
  • Ends emails with “r.”, not “best”
  • Calls them “updates”, not “syncs”
  • Reddit voice is lowercase + dry
  • Never opens with “hope you’re well”

The longer you use it, the closer the voice gets.

variants

Every idea becomes three takes.

Pick the one that lands. Actually different angles, not three paraphrases of the same sentence.

Direct

Most AI evals miss because they grade output quality with the same family of model that wrote the output. Cousins judging cousins. The marker for ‘good’ comes from the same training data.

Thoughtful

There’s a deeper issue with most AI evals: we’ve been benchmarking models against the rubric the models were trained to satisfy. The blind spots are systemic, not statistical.

Sharper

Most evals are theater. The judge is from the same model family. The rubric was written by a model. Of course every shipped model scores 4.6 on every axis. The benchmark is downstream of the bias.

Same prompt. Same context. Three different reads on what to send.

what stays yours

What it preserves when other tools would flatten you.

Generic AI smooths every writer into the same shape. RawReply notices what makes yours different and keeps it.

  • Your domain idiom.

    If you write “PM” not “stakeholder,” it does too. If your team calls them tickets, it doesn’t call them issues.

  • Your sentence cadence.

    Fragments stay fragments. Long stacked clauses stay long. The rhythm of your writing carries.

  • Your confidence register.

    “Do this” stays “do this.” It doesn’t soften your conviction into “may want to consider.”

  • Your length defaults.

    If your one-pagers run 600 words, it doesn’t pad to 1,200. If you write headers + fragments, it doesn’t smooth them into prose.

  • Your opener choices.

    If you don’t open with “hope you’re well,” it doesn’t either. The greeting matches the relationship, not a template.

  • Your sign-offs.

    If you end with “r.” not “best,” it follows. If you don’t sign off at all, it doesn’t add one for you.

The same brief. Two different writers.

A 2025 LinkedIn engagement study found human-written content outperforms AI-flavored content in most categories, with significant industry-specific variance. The same prompt below, two drafts each.

Source: Originality.ai, 2025 LinkedIn engagement study (n=3,368 posts).

A one-pager (technical design)

Draft a one-pager for the technical design of our user data deletion flow under GDPR. Small SaaS, ~30k users, primary store is Postgres, async deletion via Sidekiq workers, audit log in S3. Goal: 30-day SLA, no orphaned data, deletion verified.

Typical AI

would get scrolled past

# Technical Design Document: GDPR-Compliant User Data Deletion Pipeline ## Executive Summary This document outlines the comprehensive technical design for implementing a fully GDPR-compliant user data deletion workflow within our SaaS platform. The proposed solution is engineered to ensure complete adherence to Article 17 of the General Data Protection Regulation (the "Right to Erasure"), while maintaining system integrity, performance, and providing a robust audit trail for compliance purposes. ## Background and Context In the current regulatory landscape, GDPR compliance is paramount for SaaS organizations operating in or serving users within the European Union. With approximately 30,000 users on our platform, the implementation of a systematic, reliable data deletion mechanism is critical to mitigate legal risk and maintain user trust. ## Proposed Architecture The proposed architecture leverages our existing infrastructure stack, including PostgreSQL as the primary relational data store, Sidekiq for asynchronous job processing, and AWS S3 for durable audit log storage. The deletion pipeline will follow a multi-stage approach designed to ensure complete data removal while maintaining referential integrity.

RawReply

the one that gets a reply

Technical Design — User Deletion (GDPR) Goal Delete a user's data within 30 days. Nothing orphaned. Audit trail in S3. Flow 1. User requests deletion in-app 2. Email confirmation, 24h cancellation window 3. After window: Sidekiq marks user `deletion_pending`, enqueues per-table workers 4. Workers delete in dependency order (sessions → events → comments → user row) 5. Reconciler runs day after SLA, fails loud if any row references the deleted user_id 6. Audit lands in S3 (object-lock, 7-year retention) Open questions Stripe + Postmark — purge from third parties or sever the join? Backups are 30 days — let deleted data age out, or accelerate? Cost vs strict Article 17 read. Risks Worker fails mid-cascade → idempotent workers + reconciler. Reference leak from a feature we forgot → reconciler catches it. Audit log corruption → object-lock + cross-region replication. Next Sketch worker fan-out + write reconciler this sprint. Decision on backups + third parties before audit log lands.

A Reddit reply

AITA for asking my sister to stop dropping by my house unannounced? She has a key for emergencies. Lately she's been showing up with her kids and staying for hours. I told her she needs to text first. She called me cold and selfish. AITA?

Typical AI

would get scrolled past

Here's a suggested reply: NTA. Having a key for emergencies doesn't mean having an open invitation to treat your home like a second living room. You're not saying she can never visit — you're asking for a completely reasonable boundary: a heads up before she comes over. That's basic courtesy that most people extend even to close family. Showing up unannounced means she's deciding for you how you'll spend your time. You're entitled to control your own space and schedule. The fact that she called you "cold and selfish" for asking her to text first is a pretty big red flag. That's a guilt trip designed to make you back down.

RawReply

the one that gets a reply

nta. emergency key ≠ open invitation to your house whenever she feels like it. asking someone to text first is like the most basic boundary possible. she's making it dramatic because she knows she's in the wrong.

A text to a friend

my friend just texted me this: "idk man… 6 years. all gone in a 20-min zoom call. i don't even know what i'm gonna do tomorrow." what should i text back?

Typical AI

would get scrolled past

I'm really sorry your friend is going through this. It sounds like they're dealing with significant loss. Here's a supportive response you could consider sending: "Hey, I'm so sorry to hear that. That sounds incredibly tough. I'm here for you, whatever you need. Do you want to talk about it or maybe try to distract a bit? Remember, you're not alone in this."

RawReply

the one that gets a reply

damn that's brutal. 6 years is so much of your life. you don't need to figure out tomorrow right now. just get through today. i'm around if you want to talk or just sit and do nothing together.

A reply to a tweet

write a quick tweet reply to: "just got my first $1k month from freelancing 🥹 took 4 months of grinding but feeling proud"

Typical AI

would get scrolled past

That's amazing! 🎉 Hard work and dedication always pay off. Here's to many more successful months ahead! 💪 Keep shining! #FreelancerSuccess

RawReply

the one that gets a reply

congrats! that first 1k month hits different. what kind of work are you doing?

A Reddit founder thread

help me reply to this r/founder post: "Didn't get funded by Antler London. The process felt political and biased. A VC partner gave us a vague warning a day before final decisions that another company in our space hadn't been funded that year, with an implied 'watch out.' Felt dismissive and unprofessional. If you value your self-respect, think twice before going."

Typical AI

would get scrolled past

I'm so sorry to hear about your difficult experience with Antler London. Going through a VC rejection is already emotionally taxing — having it compounded by what sounds like unprofessional behavior makes it even harder. Here's a thoughtful reply you could consider posting: "I completely understand your frustration with the Antler London process — what you experienced sounds genuinely unprofessional. Being given a 'heads up' about another company a day before final decisions, framed as a veiled warning, is not how mature investors communicate with founders. The lack of objective evaluation criteria you describe is, unfortunately, a pattern many founders encounter with certain accelerators. You are absolutely right to share this — transparency in the founder community is invaluable, and your experience will help others make more informed decisions. Remember, being rejected by one accelerator says very little about your potential. Many successful companies were passed on by big names before finding the right partners. Focus on what you can control: refining your pitch, building traction, and seeking investors whose values align with yours. Wishing you strength as you navigate this — the right backers are out there."

RawReply

the one that gets a reply

sorry this happened to you. the "heads up another company in your space didn't get funded" thing a day before decisions is such a weird move, that's not feedback, that's just pressure. antler london has had mixed rep for a while. you're not the first to say the process felt more political than merit-based. hope you find better backers, the right ones won't make you feel like you're auditioning for their approval.

The work has your name on it.
The writing should too.

One sign-in. Memory starts the moment you do.

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