Dashbot

With conversational products and interfaces, product creators now have to imagine an interaction where the screen plays an ancillary role. As a consequence, the majority of the best practices and principles of a good user experience need to be redefined, if at all used.

Building Conversational Products & Interfaces

I‘m pretty sure I just experienced the future of money while in Dash’s Slack community, and I have to admit, it was crazy! For those of you who might be confused by certain parts of my title, let me break it&nbsp;down.

I Just Told A Robot To Send a $60 Tip To My Electronic Wallet

It will come as no surprise to those of you reading this (thanks!), that the interest and applications of ‘<a href="https://hackernoon.com/tagged/voice-assistants" target="_blank">Voice-Assistants</a>’ is growing rapidly. Amazon Alexa <a href="https://www.wired.com/2017/02/amazon-alexa-hits-10000-skills-plenty-room-grow/" target="_blank">recently hit 10,000 skills</a> and there is talk around <a href="http://venturebeat.com/2017/02/25/heres-what-will-drive-adoption-for-another-10000-amazon-alexa-skills/" target="_blank">what will drive adoption</a> for the next 10,000. I won’t be diving into specifics and discussing issues like <a href="http://www.recode.net/2017/1/23/14340966/voicelabs-report-alexa-google-assistant-echo-apps-discovery-problem" target="_blank">retention</a>. That is not what this post is about.

Ultimate Guide to Voice Assistants

Unsupervised Investments (I): A Guide to AI Investors

Arte Merritt, Co-Founder &amp; CEO at <a href="http://dashbot.io/" target="_blank">Dashbot.io</a> will be presenting at the <a href="http://bit.ly/RE-WORK_VirtualAssistantSummit2017_Blog" target="_blank">Virtual Assistant Summit</a> in San Francisco, 26–27 January and will explain how analytics in chatbots will differ from traditional web and mobile analytics, as well as how to use analytics to increase engagement, acquisition, and monetisation. Additionally, Arte will share the insights and learnings from the data Dashbot.io is capturing.

Got Data? Build a Better Bot with Analytics

<a href="http://www.dashbot.io" target="_blank">We</a> hosted a <a href="https://hackernoon.com/tagged/bot-demo" target="_blank">bot demo</a> night last night at <a href="https://hackernoon.com/tagged/wsgr" target="_blank">WSGR</a> in San Francisco.

Bot Demo Night

I tried three specialized LLM monitoring tools before realizing OpenTelemetry was the answer all along. Here's how to instrument your AI services properly. 

Your LLM Doesn't Need Another Dashboard. It Needs Real Observability.

Stop chasing "speed" as a monolith. Data latency and query latency are fundamentally different problems. Optimizing for fresh data often degrades dashboard responsiveness, and vice versa. The real challenge isn't building the fastest system—it's aligning your architecture with actual business needs while managing exponential costs.

Beware the Real-Time Trap: Your Fresh Data Could Be Slowing Down Your Dashboards

A practical walkthrough to stream an AI report as an interactive React component.

The Streamable-UI Pattern: Turn Chat Into a Live, Clickable React Dashboard

Most teams watch an "all‑up" KPI and call it covered—until support tickets spike while the dashboard stays flat.

Why Your Global All Green Dashboards Lie: A Guide to Multidimensional Anomaly Detection

Cloud migrations break in places that dashboards do not measure. 

Inside a Huge Contact Center Migration: The Breakpoints No Dashboard Warned Me About

A qualitative study exploring how instructors use a multiscale design environment and analytics dashboard across five university courses.

How Educators Use Multiscale Design Dashboards to Guide Creative and Technical Coursework

A 90-day BI rebuild that eliminated DirectQuery spikes, optimized 500M-row models, and saved $110K annually through smarter data architecture.

We Built Dashboards for the Business. Then the Cloud Bill Built One for Us.

Perfect dashboards don’t mean perfect systems. Explore how observability debt hides behind metrics, distorts truth, and weakens engineering judgment in 2025.

The Observability Debt Hypothesis: Why Perfect Dashboards Still Mask Failing Systems

Automated product metrics monitoring on Google Cloud Platform using BigQuery and Cloud Functions for analysis and anomaly detection.

Why Our Analysts Stopped Chasing Dashboards and Built a System Instead

 New features include custom dashboards, configurable reports, and improved automation capabilities.

Halo Security Enhances Platform With Custom Dashboards And Reports

Built a Python dashboard to stop AmbaFlex spiral faults by showing real-time sensor trends—saving time, stress, and over $800K annually.

How I Built a Real-Time Sensor Dashboard to Fix AmbaFlex Spiral Faults

Dipesh Kashiv’s AI-driven Catalyst Dashboard unifies multi-cloud network management, driving $2B in projected revenue and setting industry benchmarks.

AI-Powered Catalyst Dashboard: How Dipesh Kashiv Revived a $3.2B Networking Business

A small but useful project that demonstrates how to create a one-page data analytics app.

Building a Simple Spotify Trends Dashboard with React & Data Viz Libraries

Why data alone misleads—and how emotion, feedback, and AI create better brand decisions.

The Data Delusion: Why Brands Trust Dashboards More Than People - And Why That’s a Mistake

We had observability tools. Logs, metrics, dashboards. But they weren’t built for this.

Dashboards Lie. Payloads Don’t. So I Built a Tool to Catch the Drift

Learn how to build a blockchain analytics dashboard for BNB Chain using GetBlock’s JSON-RPC API. Track wallet balances, gas prices, transaction volume, and more

Building a BNB Chain Analytics Dashboard with GetBlock

Learn how to add real-time temperature monitoring to the Proxmox VE dashboard using lm-sensors.  Improve hardware visibility in your Proxmox environment.

Add Real-time Temperature Monitoring to the Proxmox VE Dashboard

Export custom Prometheus metrics from your Go application and visualize in Grafana

Prometheus + Grafana Turns Your Go App into a Real-Time Dashboard of Truth

We are on a mission to decipher language, which is the most complex type of data that ever existed

DASHBOT

dashbot.io

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Since 2016

Dashbot's stories on HackerNoon

Building Conversational Products & Interfaces

I Just Told A Robot To Send a $60 Tip To My Electronic Wallet

Ultimate Guide to Voice Assistants

Unsupervised Investments (I): A Guide to AI Investors

Got Data? Build a Better Bot with Analytics

Bot Demo Night

Your LLM Doesn't Need Another Dashboard. It Needs Real Observability.

Beware the Real-Time Trap: Your Fresh Data Could Be Slowing Down Your Dashboards

The Streamable-UI Pattern: Turn Chat Into a Live, Clickable React Dashboard

Why Your Global All Green Dashboards Lie: A Guide to Multidimensional Anomaly Detection

Inside a Huge Contact Center Migration: The Breakpoints No Dashboard Warned Me About

How Educators Use Multiscale Design Dashboards to Guide Creative and Technical Coursework

We Built Dashboards for the Business. Then the Cloud Bill Built One for Us.

The Observability Debt Hypothesis: Why Perfect Dashboards Still Mask Failing Systems

Why Our Analysts Stopped Chasing Dashboards and Built a System Instead

Halo Security Enhances Platform With Custom Dashboards And Reports

How I Built a Real-Time Sensor Dashboard to Fix AmbaFlex Spiral Faults

AI-Powered Catalyst Dashboard: How Dipesh Kashiv Revived a $3.2B Networking Business

Building a Simple Spotify Trends Dashboard with React & Data Viz Libraries

The Data Delusion: Why Brands Trust Dashboards More Than People - And Why That’s a Mistake

Dashboards Lie. Payloads Don’t. So I Built a Tool to Catch the Drift

Building a BNB Chain Analytics Dashboard with GetBlock

Add Real-time Temperature Monitoring to the Proxmox VE Dashboard

Prometheus + Grafana Turns Your Go App into a Real-Time Dashboard of Truth

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