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totallynot.ai VS cppq

Compare totallynot.ai VS cppq and see what are their differences

totallynot.ai

A plain notepad interface for clinical lookups. Discreet bedside AI reference for PA students, medical students, residents, nurses, PAs, NPs, and physicians.

Rating
0 reviews
Pricing
Freemium $10 / Monthly (10 free lookups, then $10/month)
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Alternatives Is it good?
cppq

Simple, reliable & efficient distributed task queue for C++

Rating
0 reviews
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Usejarvis
Turn business tasks into reusable workflows with company context, AI judgement and human approvals. sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Base details

Website, pricing, platforms and company facts side by side.

totallynot.ai
cppq
Website totallynot.ai github.com
Pricing
Freemium $10 / Monthly (10 free lookups, then $10/month) Official pricing
—
Listed in
Healthcare AI Productivity Clinical Decision Support +1
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About totallynot.ai and cppq

In their own words, as submitted to SaaSHub.

totallynot.ai
cppq

A plain notepad interface for clinical lookups. Discreet bedside AI reference for PA students, medical students, residents, nurses, PAs, NPs, and physicians. Features: - Looks like a plain text editor - no medical branding, no search bar, no ads - Instant AI-powered answers for drug dosing,...

Read more about totallynot.ai

No description of cppq yet.

Features and specs

What each product offers, as listed by its team.

totallynot.ai 0 features
cppq 5 features

No features have been listed yet.

  • Lightweight C++ implementation
    cppq is written in modern C++ and designed to be a minimal, efficient task queue library, making it a good fit for performance-sensitive applications where the overhead of scripting language runtimes is undesirable.
  • Redis-backed reliability
    Built on top of Redis as the message broker, cppq benefits from Redis's persistence, atomic operations, and wide adoption, giving the queue system durability and the ability to survive process restarts.
  • Inspired by proven design (asynq)
    The library's architecture mirrors the popular Go asynq task queue, so it inherits a well-thought-out API design for task enqueueing, retries, and worker processing patterns that have already been validated in production systems.
  • Native integration for C++ projects
    For teams already working in a C++ codebase, cppq allows adding background job processing without needing to introduce a separate service written in another language (like Go or Python), simplifying the technology stack.
  • Open source and inspectable
    Being open source on GitHub, developers can review the source code, modify it for custom needs, and contribute improvements, which offers transparency not available with closed-source queueing solutions.

Possible disadvantages

  • Limited maturity and battle-testing
    Compared to established task queue libraries like Sidekiq, Celery, or asynq itself, cppq is a newer and smaller project with less real-world production usage, which may translate into undiscovered bugs or edge cases.
  • Smaller community and ecosystem
    Because it has far fewer users and contributors than mainstream task queue systems, finding community support, third-party tutorials, or pre-built integrations is more difficult.
  • Documentation gaps
    As a smaller project, cppq may have less comprehensive documentation compared to major task queue frameworks, requiring developers to read source code directly to understand advanced features or edge-case behaviors.
  • C++ build and dependency complexity
    Using cppq requires managing C++ build toolchains and dependencies (such as a Redis client library), which can be more cumbersome than installing a package via pip or npm in other ecosystems.
  • Fewer built-in features and tooling
    cppq likely lacks the extensive ecosystem tooling of more mature queues, such as web-based monitoring dashboards, extensive metrics/observability integrations, or advanced scheduling features found in more established solutions.

Analysis

An editorial look at what each product does well and who it suits.

totallynot.ai
cppq

Overall verdict

  • TotallyNot.ai appears to be a niche AI tool, but there is limited verifiable public information available about its features, pricing, and user track record, so it cannot be strongly endorsed without further due diligence.

Why this product is good

  • The name suggests it offers AI-related detection or generation capabilities, but lack of transparent documentation makes it hard to verify claims.
  • Limited third-party reviews or established reputation makes it difficult to assess reliability compared to more established AI tools.
  • Users should independently verify data privacy practices, accuracy claims, and pricing before committing to the service.

Recommended for

  • Users curious about experimenting with newer, lesser-known AI tools.
  • Those who conduct their own due diligence and testing before relying on a tool for critical tasks.
  • Not recommended for mission-critical or professional use without further verification of credibility and performance.

Overall verdict

  • cppq is a lightweight, Redis-backed distributed task queue for C++ inspired by Go's popular 'asynq' library. It's a good choice for developers who need a simple, dependency-light job queue system in C++ without the overhead of larger enterprise messaging systems, though it's a smaller, less battle-tested project compared to mature alternatives.

Why this product is good

  • Simple and lightweight design makes it easy to understand and integrate into existing C++ projects
  • Built on Redis, a well-established and reliable backend for queue storage, giving it a solid foundation
  • Inspired by asynq (a proven Go library), so the design patterns and task queue semantics are based on a well-thought-out model
  • Open source on GitHub, allowing developers to inspect, modify, and contribute to the code
  • Good fit for projects already using Redis, minimizing the need for additional infrastructure
  • Straightforward API for enqueueing and processing background jobs in C++ applications

Recommended for

  • C++ developers needing a background job/task queue without adopting a heavyweight message broker
  • Projects already using Redis as part of their infrastructure
  • Small to medium-sized applications requiring asynchronous task processing
  • Teams comfortable working with less mainstream or smaller open-source libraries and willing to contribute or debug issues themselves
  • Developers familiar with asynq (Go) looking for a similar pattern in C++
  • Prototyping or hobby projects where a minimal task queue solution is sufficient

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
totallynot.ai
cppq
100% 100%
Productivity
0% 0%
100% 100%
Healthcare
0% 0%
100% 100%
AI
0% 0%
100% 100%
Clinical Decision Support
0% 0%

Questions & Answers

As answered by people managing totallynot.ai and cppq.

Who are some of the biggest customers of your product?

totallynot.ai's answer

  • Early adopters are primarily medical students and PA students
  • Emergency medicine residents
  • Hospitalists and internal medicine physicians
  • Nurse practitioners in outpatient settings

What makes your product unique?

totallynot.ai's answer

totallynot.ai is the only clinical AI reference tool designed to be completely invisible. The interface looks exactly like a plain text editor or notepad — no search bar, no medical branding, no obvious AI elements. It's built specifically for discreet bedside use so clinicians can look up drug dosing, differentials, and interactions without patients or attendings noticing. Most clinical tools are obviously medical apps; totallynot.ai is intentionally camouflaged.

Why should a person choose your product over its competitors?

totallynot.ai's answer

Unlike Epocrates, UpToDate, or MDCalc, totallynot.ai doesn't look like a clinical tool at all. Epocrates has a recognizable medical icon. UpToDate has a branded header. MDCalc has visible calculators. totallynot.ai looks like someone taking notes in a plain text editor — no visible AI branding, no search bar, no medical app appearance. It's faster to use (just type and get an answer), has no ads, and is $10/month after 10 free lookups with no credit card required.

How would you describe the primary audience of your product?

totallynot.ai's answer

Medical students, PA students, residents, nurses, NPs, PAs, and physicians — anyone who needs fast clinical answers at the point of care. Specifically designed for clinicians who need to look something up discreetly in front of patients or attendings without it being obvious they're using an AI or medical reference app.

What's the story behind your product?

totallynot.ai's answer

totallynot.ai was built to solve a very specific problem: looking up clinical information at the bedside without it being obvious to patients or attending physicians. Clinicians often hesitate to pull out their phones and open Epocrates or search Google because it looks unprofessional or makes patients anxious. totallynot.ai solves this by providing an interface that looks like a plain notepad — so you can get fast, accurate clinical answers while appearing to simply take notes.

Which are the primary technologies used for building your product?

totallynot.ai's answer

  • Next.js (React framework)
  • TypeScript
  • Anthropic Claude API (AI backbone)
  • PostgreSQL (via Prisma ORM)
  • Stripe (payment processing)
  • Railway (deployment/hosting)
  • Tailwind CSS

User comments

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