Software Alternatives, Accelerators & Startups

Panel VS AgentClara

Compare Panel VS AgentClara and see what are their differences

Panel logo Panel

High-level app and dashboarding solution for Python

AgentClara logo AgentClara

AgentClara is a UK AI receptionist that answers calls, books clients, and handles follow-ups 24/7 for service businesses and agencies. Free AI agents for website chat, SMS, social media and email included. Set up online with a free number in minutes
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  • Panel Landing page
    Landing page //
    2023-05-28
  • AgentClara Dashboard
    Dashboard //
    2026-08-20
  • AgentClara Analytics
    Analytics //
    2026-08-20
  • AgentClara Analytics 2
    Analytics 2 //
    2026-08-20
  • AgentClara Test your channels
    Test your channels //
    2026-08-20
  • AgentClara Test your agents responses over calls
    Test your agents responses over calls //
    2026-08-20

AgentClara

$ Details
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Platforms
Web BROSWER Cloud iOS Android Safari Google Chrome

Panel features and specs

  • Flexibility
    Panel provides a flexible framework for creating interactive web applications, dashboards, and complex visualizations using Python, allowing developers to leverage their existing Python code without needing to switch to JavaScript or another language.
  • Integration with HoloViz Ecosystem
    Panel integrates seamlessly with other HoloViz tools like HoloViews, GeoViews, and Datashader, enhancing its capabilities for building rich, data-visualization-centric applications.
  • Support for Multiple Backends
    It supports multiple backends, including Bokeh, Plotly, and Matplotlib, giving developers the flexibility to choose their preferred plotting library for rendering their visualizations.
  • Dynamic and Reactive Features
    Panel supports dynamic and reactive UI components that update automatically as data changes, facilitating the creation of interactive and live data applications.
  • Easy Deployment
    Applications built with Panel can be easily deployed on the web using various options, including deploying on Heroku, AWS, or with simple HTTP servers, which helps in transitioning from development to production.

Possible disadvantages of Panel

  • Steep Learning Curve
    For those unfamiliar with the HoloViz ecosystem or Python-based web development, there can be a steep learning curve associated with mastering Panel and its related tools.
  • Performance Limitations
    While Panel is powerful, it may not perform as well as JavaScript-native solutions for extremely high-frequency, real-time data updates due to the overhead of Python-to-JavaScript communication.
  • Limited Community and Resources
    Although growing, the community and resources are not as extensive as some other more-established frameworks like React or Angular, which may lead to a lack of readily available support or third-party plugins.
  • Complexity with Large Applications
    As applications grow in size and complexity, managing state and ensuring efficient communication between components can become challenging.
  • Dependency on Python Environment
    Panel applications require a running Python environment, which can complicate deployment or hosting compared to purely static or client-side applications.

AgentClara features and specs

  • 24/7 call answering
    Clara answers every business call instantly, day or night, in your business name — no voicemail, no queue, no out-of-hours surcharge.
  • Live calendar booking
    Books appointments directly into your real diary during the call, then sends confirmations and reminders by SMS or email to cut no-shows.
  • Multi-channel AI agents
    Free AI agents for website chat, SMS, social media inbox and email included alongside calls — one assistant across every enquiry channel.
  • Automatic follow-ups
    Chases enquiries that didn't book, so leads don't go cold while you're working. 5.
  • Self-serve setup
    Get a free number and go live in minutes online — no sales call, no quote, no setup fee. Every account starts with £100 of free credit. 6.
  • UK-built and GDPR-native
    UK numbers, UK phrasing and accents, pricing in pounds, and UK GDPR compliance built in from the ground up.
  • Agency white-label
    Agencies and resellers manage every client business under one account with recurring revenue share — no engineering required.

Panel videos

Ready To Love S7 E8 PANEL REVIEW WITH SPECIAL GUEST #readytolove

More videos:

  • Review - Solar Panel Shenanigans Bluetti Review
  • Review - BLUETTI PV420 420w Water Resistant Portable Solar Panel Review

AgentClara videos

No AgentClara videos yet. You could help us improve this page by suggesting one.

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Category Popularity

0-100% (relative to Panel and AgentClara)
Web App
100 100%
0% 0
SaaS
0 0%
100% 100
Developer Tools
100 100%
0% 0
AI
0 0%
100% 100

Questions & Answers

As answered by people managing Panel and AgentClara.

Which are the primary technologies used for building your product?

AgentClara's answer:

A React and TypeScript web application on a Postgres backend, with real-time voice handled over a persistent WebSocket bridge for low-latency conversation. Large language models power the conversational layer, with dedicated speech and telephony infrastructure for calls, plus integrations for calendars, messaging channels and payments.

What makes your product unique?

AgentClara's answer:

Most AI receptionists answer the phone. Clara staffs the whole front desk: she answers every call 24/7, books clients straight into your live diary, chases enquiries that didn't book, and covers your website chat, SMS, social media inbox and email — with those extra channels included free, not sold as add-ons. She's UK-built, GDPR-native, priced in pounds, and you set her up yourself online in minutes with a free number and £100 of credit — no sales call, no quote.

Why should a person choose your product over its competitors?

AgentClara's answer:

Three reasons. First, channels: rivals are phone-first, so DMs and web chat go unanswered — Clara covers every channel in one place. Second, booking: many entry plans only take messages or send a booking link; Clara books the appointment during the call and sends the confirmation. Third, no sales process: the big UK incumbents quote you after a consultation, while Clara is self-serve with £100 of free credit so you can test her on your real calls before paying anything.

How would you describe the primary audience of your product?

AgentClara's answer:

UK service businesses that lose money to missed calls — gyms, salons, aesthetics clinics, dental practices, estate agents and law firms — where one missed enquiry is a lost booking worth hundreds. The second audience is agencies and resellers who want to offer AI receptionists to their own client book without building the technology themselves.

What's the story behind your product?

AgentClara's answer:

AgentClara was built by a Glasgow gym owner who kept losing members to unanswered calls. The phone rang mid-class, the Instagram DM arrived at 10pm, and the customer joined the gym down the road — not because the service was worse, but because nobody answered. Clara was built to be the employee that always answers, and now does the same job for service businesses across the UK.

User comments

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Social recommendations and mentions

Based on our record, Panel seems to be more popular. It has been mentiond 10 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Panel mentions (10)

  • Show HN: Manganite – Quickly turn Jupyter notebooks into web apps
    Manganite allows easy conversion of Jupyter notebooks into dashboards. Simply annotate existing notebooks with Jupyter magics and serve them as interactive web apps. Manganite has been created to empower master and doctoral students in econ and management to turn research notebooks into interactive dashboards. The students use Python for data analysis, math programming, and basic machine learning. Instead of... - Source: Hacker News / almost 3 years ago
  • What python library you are using for interactive visualisation?(other than plotly)
    Https://panel.holoviz.org/ It's a web app framework for Python similar to what Dash does for plotly. It plays nicely with bokeh visuals and I think the front-end is built using bokeh css elements. Source: over 3 years ago
  • How to approach GIS and which language to use
    If you want to build Python dashboards, look at the solara (react-style lib, https://solara.dev/) and panel (https://panel.holoviz.org/). Source: over 3 years ago
  • Ask HN: Fastest way to turn a Jupyter notebook into a website these days?
    My suggestion is https://panel.holoviz.org/ Fully open sourced, makes it easy to make reactive apps with small changes, can even configured as a graphical REPL. - Source: Hacker News / over 3 years ago
  • Updating a page with MQTT
    I am doing something like this in a [panel](https://panel.holoviz.org/) dashboard, which I am currently converting to nicegui. Maybe I can provide an example in some days. Source: over 3 years ago
View more

AgentClara mentions (0)

We have not tracked any mentions of AgentClara yet. Tracking of AgentClara recommendations started around Aug 2026.

What are some alternatives?

When comparing Panel and AgentClara, you can also consider the following products

Streamlit - Turn python scripts into beautiful ML tools

Vapi - Voice AI Infrastructure for the Internet

Turtle - New kind of anonymous messaging app

Retell AI - API that enables developers to build human-like voice agents

Voilà - Voilà turns Jupyter notebooks into standalone web applications.

MoneyPenny - Track time and expenses, issue professional invoices and manage projects in one place. MoneyPenny is the best solution for your business.