Pluely in action

Real screen recordings, about a minute each: the overlay answering live in interviews, standups, code reviews, sales calls, and lectures. What you see is the actual product, invisible to everyone else on the call.

Wi-Fi off for six hours and the invisible AI overlay keeps working: a local model on Ollama, with nothing at all leaving the laptop. Undetectable AI that runs offline and local-first, over your editor, with no API key and no cloud copy. Six offline questions on one flight-length stretch: • Whether

Debug CrashLoopBackOff and OOMKilled in Kubernetes: Open-Weights AI (Pluely, gpt-oss-120b)

An open-weights model doing real debugging: CrashLoopBackOff to OOMKilled to a leaked listener, all from your terminal. An invisible AI overlay over kubectl, undetectable on screen share, with the commands returned as real code. Six steps from a crashing pod to a permanent fix: • Where to look firs

Cheap Enough to Ask All Day: Pluely Breaks Down a Cloud Bill Line by Line (Nova Lite 1.0)

The model you leave on all day, cheap enough that asking six questions about a cloud bill costs nothing worth thinking about. An invisible AI overlay that reads your screen and answers instantly, undetectable on screen share. Six questions over one monthly cloud bill: • What the bill is actually ma

Fast Conversational AI in a Live Standup: Real-Time Suggestions, No Bot (Pluely, Grok 4.3)

A standup moves fast and so does this. The invisible AI overlay listens to the live transcript and hands you the next sentence before the topic changes. Undetectable AI in a team meeting, no bot joining and nothing visible on a screen share. Six turns in one standup, answered at standup speed: • Wh

Pluely Reads a Vendor MSA Clause by Clause: Liability Cap, Indemnity, Exit (Mistral Large 3)

One contract model against one vendor MSA: where the risk actually sits, quoted clause by clause rather than summarised into comfort. An invisible AI overlay for contract review, undetectable on screen share, quoting the document as blockquotes. Six questions over one vendor master services agreeme

Dense Paper Q&A: Speculative Decoding Cited Section by Section — Pluely, Nemotron 3 Ultra

A dense paper answered densely, every claim tied to the section it came from, with the acceptance rule written out as real maths. An invisible AI overlay for research reading, undetectable and grounded in the paper on your screen. Six questions over one speculative decoding paper: • The actual cont

Whole Discovery Call Held in Context: The Next Question, Live, No Bot (Pluely, MiniMax M2)

Forty minutes of discovery call held in one context. The invisible AI overlay remembers what he said in minute three when it suggests your question in minute thirty. Undetectable AI on a live sales call, no bot in the participant list and nothing on screen share. Six moments across one discovery ca

Dictate Commit Messages and Docstrings: Speech In, Clean Text Out With Pluely (Voxtral 24B)

Speak the rambling version and get the clean one back: commit messages, docstrings, review replies and a whole PR description, all dictated. An invisible AI overlay with voice to answer, undetectable and with your hands on the keyboard. Six dictated turns across one afternoon of work: • A rambling

Live Web Search AI: Fact-Check the Article Before You Quote It (Pluely, Sonar Pro)

The article makes four confident claims and the invisible AI overlay checks each one against the live web before you repeat any of them. An undetectable AI research overlay that answers with sources, over whatever page is on your screen. Six checks against one opinionated technical article: • Wheth

Spot the UI Bug You Cannot See: Pluely on Pricing Page QA, Contrast and 375px (GLM 4.6V)

Something looks off on the pricing page and you cannot name it. The invisible AI overlay reads the rendered screen and names it in one pass. Undetectable AI for design QA, with nothing exported and no annotation tool involved. Six QA passes over one pricing page: • The thing that is off, named spec

Reading the Chart, Not the Caption: MRR Waterfall, Cohort Heatmap, NRR — Pluely, Qwen3 VL 235B

A vision model that reads the actual geometry of your charts, the waterfall bars, the heatmap cells, the segment splits, instead of trusting the caption above them. An invisible AI overlay over your revenue review, undetectable and with nothing exported. Six reads over one revenue dashboard: • The

AI That Reads Your Screen During an Incident: Dashboard to Update (Pluely, Llama 4 Maverick)

The support dashboard is on screen and going the wrong way. The invisible AI overlay reads it directly and tells you which queue is actually dragging. Undetectable AI that reads your screen mid-incident, with nothing pasted and no export. Six questions over one live support dashboard: • What is act

Fast Cheap PR Review: Checkout Form Bugs, Accessibility and Bundle Size — Pluely, Codex Mini

A quick pass over a checkout form pull request: what will actually break in production, not a style opinion. An invisible AI overlay on your pull request, undetectable on screen share, answering in seconds rather than minutes. Six checks on one front-end PR: • What in this PR will genuinely break,

Pluely Over Anything You Read: Expense Ratios, Tracking Error, What to Act On (GPT-5.6 Luna)

The everyday default: ask about whatever is on your screen and get an answer that argues with the article instead of agreeing with it. An invisible AI overlay that reads your screen while you read, with no tab switch and nothing pasted. Six questions over one investing article: • Why the expense ra

Fastest AI in a Rapid-Fire Phone Screen: Six Answers Before You Blink (Pluely, Gemini 3 Flash)

A rapid-fire technical phone screen where the questions come faster than you can think, and the invisible AI overlay answers before the silence gets awkward. Undetectable AI on a live interview call, no bot joining and nothing visible on a screen share. Six rapid-fire questions on one phone screen,

Live Behavioural Interview: Six Stories Answered by Pluely in Real Time, No Bot (GLM 5)

A live behavioural round with the invisible AI overlay listening to the call and streaming a suggested answer seconds after each question lands. An interview copilot that is undetectable on screen share and never joins the call as a bot. Six behavioural questions on one interview with Meridian Soft

Red Test Suite to Green: Flaky Ordering, Datetime Bugs, 96s Runtime (Pluely, Codestral 2508)

pytest says 3 failed, 214 passed, and the invisible AI overlay works the suite back to green without you leaving the terminal. Undetectable AI over your editor and terminal, with each fix returned as a real diff. Six steps from red suite to commit message: • Where to start when three tests fail for

Pluely Reviews a Large Refactor PR: N+1 Queries, Money Value Object (Qwen3 Coder 480B A35B)

One coding model against one large refactor pull request: what actually changed, what is genuinely wrong, and the review comment to post. An invisible AI over your pull request, undetectable on screen share, writing real code in the answer. Six passes over one orders-service refactor PR: • What the

System Design Round: Rate Limiter at 40k RPS Across Five Regions — Pluely, Kimi K2 Thinking

A rate limiter for 40,000 requests a second across five regions, designed live on the whiteboard with an undetectable AI overlay feeding the tradeoffs. Invisible AI for a system design interview, hidden from screen share while the board is up. Six design decisions on one whiteboard, in the order an

LeetCode Hard Walkthrough: Binary Search the Partition, Reasoned Out Loud (Pluely, DeepSeek R1)

One reasoning model, one Hard problem: median of two sorted arrays in log time, worked out on screen while the invisible AI overlay stays hidden from any screen share. Undetectable AI for a coding interview, with the final solution written as real syntax-highlighted code. Six steps through LeetCode

Live Captions for Accessibility: Pluely's Speaker-Labelled Transcript of an All Hands, No Bot

Live captions with speaker labels for a company all hands, plus answers to the parts that went past too quickly, in an overlay that nobody else in the call can see. Real-time transcription with no bot joining and nothing to install in the meeting tool. Six moments across one all hands, captioned an

Hands-Free Coding: Ask Out Loud About a Migration While You Keep Typing (Pluely Overlay)

Your hands stay on the keyboard and the questions go out loud. The invisible AI overlay answers about the migration on line 41 while you keep writing the next one. Voice to answer inside your editor, undetectable on any screen share. Six spoken questions during one migration review: • What the migr

Talk to Refine a Draft: Pluely Reads It Back, You Edit Out Loud, Nothing Gets Retyped

Select a paragraph, ask out loud what is weak about it, and edit by talking. The invisible AI overlay reads changes back before it applies them. Voice to answer over any editor, undetectable on screen share and with your hands free. Six spoken edits on one draft: • The selected paragraph read back,

Speak a Bug, Get a Filed Ticket: Voice to Answer Over Your Dashboard (Pluely Overlay)

Say what broke and the invisible AI overlay turns it into a filed ticket: steps, environment, frequency, severity and a suggested fix, all from speech. Voice to answer over whatever app is on screen, undetectable and with no form to fill in. Six spoken turns from complaint to filed ticket: • The bu

System Audio Lecture Capture: Live Captions and Pluely's Answers While the Professor Talks

The lecture is playing through your speakers and the invisible AI overlay captures the system audio directly. Live captions, plus an answer to the thing you did not follow, without pausing anything. An undetectable study overlay: no bot, no recorder, no asking the lecturer to repeat it. Six questio

Capture a Podcast Playing in Your Browser: Invisible AI Fact-Checks the Claim Live (Pluely)

The episode is playing in a browser tab and the invisible AI overlay transcribes the system audio live, so the claim gets captured, and checked, while he is still making it. An undetectable AI listener that does not need a download, a transcript service or a bot. Six moments in one technical podcas

Auto-Detect Language Mid-Meeting: Live Transcription Switches German to English (Pluely)

He starts in German and drifts into English mid-sentence, and the live transcript never breaks. Auto-detect handles the switch and the answers keep coming. An undetectable AI meeting assistant for multilingual teams, no bot joining and nothing installed in the call. Six turns in one Zurich standup,

Real-Time Translation Both Directions: Pluely on a Spanish Call, Live Transcript, No Bot

She speaks Spanish, you read English, and your reply goes back in Spanish — real-time translation in both directions, in an overlay only you can see. Live transcription and translation on a working call, undetectable on screen share and with no bot joining. Six turns on one call with the Madrid off

Pluely Auto-Answers the Moment a Question Is Detected: Undetectable AI on a Client Call

You do not press anything — the invisible AI overlay hears the question in the live transcript, decides it is a question, and streams the answer before you have finished saying so. An undetectable AI on a client call, hidden from screen share, with no bot in the participant list. Six client questio

Speaker Labels for Four People: Real-Time Meeting Transcription in a Weekly, No Bot (Pluely)

Four people talking over each other and every line still lands under the right name — live transcription with speaker labels, and answers arriving during the meeting rather than after it. An undetectable AI meeting assistant that never joins as a bot and never shows on a screen share. Six moments i