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    <title>DEV Community: Bishal Paul</title>
    <description>The latest articles on DEV Community by Bishal Paul (@bishal_paul_ai).</description>
    <link>https://dev.to/bishal_paul_ai</link>
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      <title>DEV Community: Bishal Paul</title>
      <link>https://dev.to/bishal_paul_ai</link>
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    <item>
      <title>Passive Income for Automation Developers in 2026</title>
      <dc:creator>Bishal Paul</dc:creator>
      <pubDate>Tue, 20 Jan 2026 15:05:29 +0000</pubDate>
      <link>https://dev.to/bishal_paul_ai/passive-income-for-automation-developers-in-2026-1a48</link>
      <guid>https://dev.to/bishal_paul_ai/passive-income-for-automation-developers-in-2026-1a48</guid>
      <description>&lt;p&gt;Automation developers spend their days connecting APIs, building workflows, and turning manual processes into systems. But most of that work happens in a client-service model—deliver once, get paid once, move on.&lt;/p&gt;

&lt;p&gt;The interesting shift in 2026 is that automation developers can now create passive or semi-passive income streams instead of relying only on hourly billing or retainers.&lt;/p&gt;

&lt;p&gt;Here’s what that looks like today, what’s realistic, and what opportunities are emerging.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Automation Developers Are Perfect for Passive Income
&lt;/h2&gt;

&lt;p&gt;Developers who automate systems have three key advantages:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Reusable logic → Most workflows can be packaged and reused across clients.&lt;/li&gt;
&lt;li&gt;High demand → Businesses want automation more than ever.&lt;/li&gt;
&lt;li&gt;Low marginal cost → Once built, logic costs nothing to copy or distribute.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That combination is the same one that allowed other digital roles to create passive income streams (UI kits, Notion templates, Figma assets, etc.).&lt;/p&gt;

&lt;p&gt;Automation is simply entering that same phase.&lt;/p&gt;

&lt;h2&gt;
  
  
  Path #1 — Selling Automation Workflows
&lt;/h2&gt;

&lt;p&gt;Automation workflows are becoming digital products.&lt;/p&gt;

&lt;p&gt;Once you build:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;a lead qualification system&lt;/li&gt;
&lt;li&gt;an AI support reply flow&lt;/li&gt;
&lt;li&gt;a CRM enrichment bot&lt;/li&gt;
&lt;li&gt;a scheduling &amp;amp; reminder engine&lt;/li&gt;
&lt;li&gt;a revenue operations workflow&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;…it can be exported, lightly documented, and sold.&lt;/p&gt;

&lt;h2&gt;
  
  
  Tools like:
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Make.com (blueprints)&lt;/li&gt;
&lt;li&gt;n8n (JSON exports)&lt;/li&gt;
&lt;li&gt;Zapier (Zap templates)&lt;/li&gt;
&lt;li&gt;Pipedream (workflow code)&lt;/li&gt;
&lt;li&gt;Custom API orchestrations&lt;/li&gt;
&lt;li&gt;…all support exportable logic.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;*&lt;em&gt;Marketplace example:&lt;br&gt;
*&lt;/em&gt;👉 &lt;a href="https://automationworkflows.io" rel="noopener noreferrer"&gt;https://automationworkflows.io&lt;/a&gt;&lt;br&gt;
(built specifically for automation workflows)&lt;/p&gt;

&lt;p&gt;This turns past client work into products instead of just billable hours.&lt;/p&gt;

&lt;h2&gt;
  
  
  Path #2 — Workflow Licenses (for Agencies)
&lt;/h2&gt;

&lt;p&gt;Agencies often handle many similar clients (e.g., SaaS, e-com, coaching, real estate).&lt;/p&gt;

&lt;p&gt;Automation developers can license workflows for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;internal use&lt;/li&gt;
&lt;li&gt;client delivery&lt;/li&gt;
&lt;li&gt;unlimited usage tiers&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;A simple licensing model looks like:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Personal → Use once&lt;/li&gt;
&lt;li&gt;Agency → Use across client accounts&lt;/li&gt;
&lt;li&gt;Unlimited → Modify + redistribute&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This model is semi-passive and scales better than hourly.&lt;/p&gt;

&lt;h2&gt;
  
  
  Path #3 — Selling API-Based Tasks
&lt;/h2&gt;

&lt;p&gt;Some automation developers build micro-utilities powered by automations:&lt;/p&gt;

&lt;p&gt;Examples:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Data enrichment APIs&lt;/li&gt;
&lt;li&gt;Email validation&lt;/li&gt;
&lt;li&gt;AI classification endpoints&lt;/li&gt;
&lt;li&gt;Lead scoring services&lt;/li&gt;
&lt;li&gt;Webhook aggregators&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;These can be monetized with usage-based pricing through:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;RapidAPI&lt;/li&gt;
&lt;li&gt;SaaS boilerplates&lt;/li&gt;
&lt;li&gt;Stripe metered billing&lt;/li&gt;
&lt;li&gt;Make/n8n webhooks&lt;/li&gt;
&lt;li&gt;Cloudflare workers&lt;/li&gt;
&lt;li&gt;Not fully passive (maintenance needed), but scalable.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Path #4 — Automation Courses &amp;amp; Playbooks
&lt;/h2&gt;

&lt;p&gt;If you:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;automate operations&lt;/li&gt;
&lt;li&gt;build AI workflows&lt;/li&gt;
&lt;li&gt;work with Make/n8n/Zapier&lt;/li&gt;
&lt;li&gt;integrate CRMs, billing, and comms
…then you’re sitting on valuable operational knowledge.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;You can productize it into:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;short courses&lt;/li&gt;
&lt;li&gt;workflow breakdowns&lt;/li&gt;
&lt;li&gt;niche playbooks&lt;/li&gt;
&lt;li&gt;async workshops&lt;/li&gt;
&lt;li&gt;templates + docs&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This is what happened in:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;low-code&lt;/li&gt;
&lt;li&gt;no-code&lt;/li&gt;
&lt;li&gt;Notion&lt;/li&gt;
&lt;li&gt;Figma&lt;/li&gt;
&lt;li&gt;indie hacking&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Automation is next.&lt;/p&gt;

&lt;h2&gt;
  
  
  Path #5 — Automation-Powered Info Products
&lt;/h2&gt;

&lt;p&gt;Automation devs can build automation-backed products, such as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;automated data newsletters&lt;/li&gt;
&lt;li&gt;scraping → enrichment → reporting loops&lt;/li&gt;
&lt;li&gt;notifications &amp;amp; alerts&lt;/li&gt;
&lt;li&gt;industry intelligence dashboards&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Once built, these can be sold via:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;subscriptions&lt;/li&gt;
&lt;li&gt;paid communities&lt;/li&gt;
&lt;li&gt;private reports&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Example:&lt;/strong&gt; A weekly SaaS “monitoring report” that’s 90% automated behind the scenes.&lt;/p&gt;

&lt;h2&gt;
  
  
  &amp;gt; Path #6 — White-Label Automation Packages
&lt;/h2&gt;

&lt;p&gt;Agencies love white-label automation because it:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;saves time&lt;/li&gt;
&lt;li&gt;reduces hiring&lt;/li&gt;
&lt;li&gt;increases margins&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Developers can create:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;onboarding automation packages&lt;/li&gt;
&lt;li&gt;CRM → Slack pipelines&lt;/li&gt;
&lt;li&gt;AI email reply setups&lt;/li&gt;
&lt;li&gt;reporting automation&lt;/li&gt;
&lt;li&gt;Webhook → CRM → Billing workflows&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Then sell them as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;flat packages&lt;/li&gt;
&lt;li&gt;setup kits&lt;/li&gt;
&lt;li&gt;implementation guides&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This is often semi-passive because fulfillment is standardized.&lt;/p&gt;

&lt;h2&gt;
  
  
  Path #7 — Community Tools + Templates
&lt;/h2&gt;

&lt;p&gt;Small assets can generate meaningful passive revenue when stacked, such as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;helper scripts&lt;/li&gt;
&lt;li&gt;webhook handlers&lt;/li&gt;
&lt;li&gt;API glue code&lt;/li&gt;
&lt;li&gt;Make/n8n utility collections&lt;/li&gt;
&lt;li&gt;reusable client questionnaires&lt;/li&gt;
&lt;li&gt;automation pricing calculators&lt;/li&gt;
&lt;li&gt;sales templates&lt;/li&gt;
&lt;li&gt;Tiny products, big compounding effects.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What’s NOT Passive (But People Think It Is)
&lt;/h2&gt;

&lt;p&gt;Just to keep expectations realistic:&lt;/p&gt;

&lt;p&gt;❌ Custom client projects → not passive&lt;br&gt;
❌ Long ongoing maintenance → not passive&lt;br&gt;
❌ Slack support retainers → not passive&lt;br&gt;
❌ Consulting → not passive&lt;/p&gt;

&lt;p&gt;These are great income streams, just not passive.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Mental Shift: From “Service” to “Assets”
&lt;/h2&gt;

&lt;p&gt;If you want passive income as an automation developer, the key shift is:&lt;/p&gt;

&lt;p&gt;Stop thinking only in projects and start thinking in assets.&lt;/p&gt;

&lt;p&gt;Ask yourself after every build:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Is any part of this reusable?”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;If the answer is yes, that piece can often become a product.&lt;/p&gt;

&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;Automation developers are entering the same phase that designers, indie hackers, and template creators entered years ago.&lt;/p&gt;

&lt;p&gt;The ingredients for passive income in automation already exist:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;reusable logic&lt;/li&gt;
&lt;li&gt;high demand&lt;/li&gt;
&lt;li&gt;exportable formats&lt;/li&gt;
&lt;li&gt;marketplaces emerging&lt;/li&gt;
&lt;li&gt;agencies willing to license&lt;/li&gt;
&lt;li&gt;courses + playbooks&lt;/li&gt;
&lt;li&gt;AI-enhanced workflows&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It’s still early, which is exactly why it’s interesting.&lt;/p&gt;

&lt;p&gt;If you’re an automation developer today, you don’t just have a skill — you have a library of potential digital assets.&lt;/p&gt;

</description>
      <category>passiveincome</category>
      <category>automation</category>
      <category>developers</category>
      <category>aiautomation</category>
    </item>
    <item>
      <title>How to Sell Automation Workflows (Short Guide)</title>
      <dc:creator>Bishal Paul</dc:creator>
      <pubDate>Tue, 20 Jan 2026 13:13:45 +0000</pubDate>
      <link>https://dev.to/bishal_paul_ai/how-to-sell-automation-workflows-short-guide-3hfa</link>
      <guid>https://dev.to/bishal_paul_ai/how-to-sell-automation-workflows-short-guide-3hfa</guid>
      <description>&lt;p&gt;If you build automations with tools like Make.com, n8n, Zapier, or Pipedream, you’ve probably noticed that the same workflows get rebuilt for different clients over and over.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Good news: you can sell those workflows as digital assets.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Here’s the short version of how to do it.&lt;/p&gt;

&lt;h2&gt;
  
  
  ✅ 1. Pick Reusable Workflows
&lt;/h2&gt;

&lt;p&gt;Good candidates are workflows that:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;solve a common problem&lt;/li&gt;
&lt;li&gt;aren’t tied to a single client&lt;/li&gt;
&lt;li&gt;can be imported and adapted&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Examples:&lt;/strong&gt; lead routing, CRM enrichment, AI-powered replies, onboarding flows, scheduling, reporting, Slack bots.&lt;/p&gt;

&lt;h2&gt;
  
  
  🧾 2. Export &amp;amp; Document
&lt;/h2&gt;

&lt;p&gt;A simple export + short README is enough:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;what it does&lt;/li&gt;
&lt;li&gt;setup steps&lt;/li&gt;
&lt;li&gt;required accounts/API keys&lt;/li&gt;
&lt;li&gt;optional modifications&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;No heavy docs needed — clarity matters more.&lt;/p&gt;

&lt;h2&gt;
  
  
  🎯 3. Choose a Buyer
&lt;/h2&gt;

&lt;p&gt;Workflows usually sell to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;founders (want ready-to-use ops)&lt;/li&gt;
&lt;li&gt;agencies (want reuse rights)&lt;/li&gt;
&lt;li&gt;developers (want patterns)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Knowing your buyer helps with pricing.&lt;/p&gt;

&lt;h2&gt;
  
  
  💰 4. Price It Simply
&lt;/h2&gt;

&lt;p&gt;Common models:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;one-time purchase (easy)&lt;/li&gt;
&lt;li&gt;license for agencies&lt;/li&gt;
&lt;li&gt;reuse rights for client work&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Start simple:&lt;/strong&gt; one-time download works best.&lt;/p&gt;

&lt;h2&gt;
  
  
  🛒 5. Sell Where Buyers Already Are
&lt;/h2&gt;

&lt;p&gt;Right now your options are:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;your own store (Gumroad, Lemonsqueezy)&lt;/li&gt;
&lt;li&gt;generic marketplaces (not great for automations)&lt;/li&gt;
&lt;li&gt;automation-focused marketplaces&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Example of a focused one:&lt;/p&gt;

&lt;p&gt;👉 &lt;a href="https://automationworkflows.io" rel="noopener noreferrer"&gt;https://automationworkflows.io&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;(basically a “Gumroad for automation workflows”)&lt;/p&gt;

&lt;h2&gt;
  
  
  🏁 Final Thought
&lt;/h2&gt;

&lt;p&gt;Workflows are just reusable logic that saves time.&lt;br&gt;
If it saves someone hours, it has value — and can be sold like any digital asset.&lt;/p&gt;

&lt;p&gt;If you’re already building automations, you might as well get paid twice: once for the client, and once for the template.&lt;/p&gt;

</description>
      <category>automation</category>
      <category>buy</category>
      <category>sell</category>
      <category>ai</category>
    </item>
    <item>
      <title>AutomationWorkflows.io - A Marketplace to Buy &amp; Sell Automation Workflows</title>
      <dc:creator>Bishal Paul</dc:creator>
      <pubDate>Sat, 03 Jan 2026 15:21:29 +0000</pubDate>
      <link>https://dev.to/bishal_paul_ai/automationworkflowsio-a-marketplace-to-buy-sell-automation-workflows-5571</link>
      <guid>https://dev.to/bishal_paul_ai/automationworkflowsio-a-marketplace-to-buy-sell-automation-workflows-5571</guid>
      <description>&lt;p&gt;If you work with &lt;strong&gt;Make.com, n8n, Zapier, or other automation tools&lt;/strong&gt;, you’ve probably noticed something frustrating:&lt;/p&gt;

&lt;p&gt;You keep building &lt;strong&gt;the same automation workflows&lt;/strong&gt; again and again.&lt;/p&gt;

&lt;p&gt;Lead capture.&lt;br&gt;
CRM sync.&lt;br&gt;
Webhook handling.&lt;br&gt;
Notifications.&lt;br&gt;
Data enrichment.&lt;/p&gt;

&lt;p&gt;Most of the logic is reusable — but the workflows usually end up locked inside one-off client projects.&lt;/p&gt;

&lt;p&gt;So I decided to build something around that idea.&lt;/p&gt;




&lt;h2&gt;
  
  
  🚀 Introducing AutomationWorkflows.io
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;AutomationWorkflows.io&lt;/strong&gt; is a marketplace where:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Automation builders can &lt;strong&gt;sell ready-made workflows&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Businesses can &lt;strong&gt;buy proven automation workflows&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Workflows become &lt;strong&gt;reusable digital products&lt;/strong&gt;, not disposable projects&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;👉 &lt;a href="https://automationworkflows.io/" rel="noopener noreferrer"&gt;https://automationworkflows.io/&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  💡 Why This Exists
&lt;/h2&gt;

&lt;p&gt;As an automation builder, I kept seeing the same pattern:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Builders recreate similar workflows for different clients&lt;/li&gt;
&lt;li&gt;Businesses pay repeatedly for the same automation logic&lt;/li&gt;
&lt;li&gt;There’s no simple way to productize automation work&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;In other industries, reusable work becomes products:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Code → libraries&lt;/li&gt;
&lt;li&gt;Design → templates&lt;/li&gt;
&lt;li&gt;Content → courses&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;So why not &lt;strong&gt;automation workflows&lt;/strong&gt;?&lt;/p&gt;




&lt;h2&gt;
  
  
  🧩 What You Can Do on AutomationWorkflows.io
&lt;/h2&gt;

&lt;h3&gt;
  
  
  For Automation Builders
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Sell Make.com, n8n, or Zapier workflows&lt;/li&gt;
&lt;li&gt;Turn client-tested automations into sellable products&lt;/li&gt;
&lt;li&gt;Monetize automation expertise beyond hourly work&lt;/li&gt;
&lt;li&gt;List workflows with &lt;strong&gt;no upfront cost&lt;/strong&gt; (commission-based)&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  For Buyers
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Browse ready-made automation workflows&lt;/li&gt;
&lt;li&gt;Save time by buying instead of building from scratch&lt;/li&gt;
&lt;li&gt;Adapt proven workflows to your own systems&lt;/li&gt;
&lt;li&gt;Get started faster with real-world automation logic&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  ⚙️ What Kind of Workflows Fit Best?
&lt;/h2&gt;

&lt;p&gt;Some examples that work well as reusable workflows:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Lead capture and routing automations&lt;/li&gt;
&lt;li&gt;CRM and spreadsheet syncs&lt;/li&gt;
&lt;li&gt;Webhook-based integrations&lt;/li&gt;
&lt;li&gt;Notification and alert systems&lt;/li&gt;
&lt;li&gt;Data enrichment and cleanup flows&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Not every workflow is reusable — but many are &lt;strong&gt;more reusable than we think&lt;/strong&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  🧠 Who This Is For
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Automation freelancers&lt;/li&gt;
&lt;li&gt;No-code / low-code builders&lt;/li&gt;
&lt;li&gt;Automation agencies&lt;/li&gt;
&lt;li&gt;Founders automating internal operations&lt;/li&gt;
&lt;li&gt;Businesses looking for ready automation solutions&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  🧪 Early Stage, Open to Feedback
&lt;/h2&gt;

&lt;p&gt;AutomationWorkflows.io is still early, and this is very much an experiment.&lt;/p&gt;

&lt;p&gt;I’m actively looking for feedback from:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;People who build automations&lt;/li&gt;
&lt;li&gt;People who buy automation services&lt;/li&gt;
&lt;li&gt;Anyone curious about workflow marketplaces&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you have thoughts, ideas, or concerns — I’d genuinely love to hear them.&lt;/p&gt;

&lt;p&gt;👉 &lt;a href="https://automationworkflows.io/" rel="noopener noreferrer"&gt;https://automationworkflows.io/&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Final Thought
&lt;/h2&gt;

&lt;p&gt;Automation tools help us move faster.&lt;/p&gt;

&lt;p&gt;But real leverage comes when we &lt;strong&gt;stop rebuilding the same things&lt;/strong&gt; and start sharing what already works.&lt;/p&gt;

&lt;p&gt;Maybe automation workflows don’t have to be one-off projects anymore.&lt;/p&gt;

</description>
      <category>n8n</category>
      <category>automation</category>
      <category>make</category>
      <category>nocode</category>
    </item>
    <item>
      <title>I'm Building an Automation-First Platform (Looking for Early Feedback)</title>
      <dc:creator>Bishal Paul</dc:creator>
      <pubDate>Thu, 25 Dec 2025 10:54:58 +0000</pubDate>
      <link>https://dev.to/bishal_paul_ai/im-building-an-automation-first-platform-looking-for-early-feedback-1bd4</link>
      <guid>https://dev.to/bishal_paul_ai/im-building-an-automation-first-platform-looking-for-early-feedback-1bd4</guid>
      <description>&lt;p&gt;Hi guys 👋&lt;/p&gt;

&lt;p&gt;*&lt;em&gt;I’m building an early-stage platform focused only on automation workflows and automation services for people who are working and willing to get more AI and automation related services.&lt;br&gt;
*&lt;/em&gt;&lt;br&gt;
This is not a generic freelance marketplace. Not another automation builder tool.&lt;/p&gt;

&lt;p&gt;But a space designed around how automation work is actually shared, discussed, delivered, and supported - between builders, agencies, and buyers.&lt;/p&gt;

&lt;p&gt;Before taking this any further, I want to pause and ask a simple question:&lt;/p&gt;

&lt;p&gt;Does this problem resonate with other automation people too?&lt;/p&gt;
&lt;h2&gt;
  
  
  Here’s what I mean...
&lt;/h2&gt;

&lt;p&gt;If you’re an automation builder, your day-to-day workflow probably looks familiar.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;You connect with people on LinkedIn. &lt;/li&gt;
&lt;li&gt;You take discovery calls on Zoom. &lt;/li&gt;
&lt;li&gt;You share workflows through Google Docs, Notion, or Loom. &lt;/li&gt;
&lt;li&gt;You negotiate over email or DMs. &lt;/li&gt;
&lt;li&gt;You might use a freelance platform that doesn’t really understand automation. &lt;/li&gt;
&lt;li&gt;You deliver through a mix of tools. &lt;/li&gt;
&lt;li&gt;You handle revisions through… more messages.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you’re a buyer looking for automation help, you’re doing the same thing - just from the other side.&lt;/p&gt;

&lt;p&gt;You post in groups. You DM people on LinkedIn or Twitter. You explain your needs in Slack or email. You hope the person you found actually understands your tools and use case.&lt;/p&gt;

&lt;p&gt;It works.&lt;/p&gt;

&lt;p&gt;But it’s spread across too many places.&lt;/p&gt;

&lt;p&gt;*&lt;em&gt;So, I'm building a place where:&lt;br&gt;
*&lt;/em&gt;&lt;br&gt;
Buyers can clearly explain what they need&lt;/p&gt;

&lt;p&gt;Builders can show what they’ve already built&lt;/p&gt;

&lt;p&gt;Conversations, proposals, orders, and delivery stay connected&lt;/p&gt;

&lt;p&gt;You don’t need five tools just to get one automation done&lt;/p&gt;

&lt;p&gt;That’s the idea behind this platform.&lt;/p&gt;

&lt;p&gt;👇I recorded a walkthrough that you can watch:&lt;br&gt;


&lt;/p&gt;
&lt;div&gt;
  &lt;iframe src="https://loom.com/embed/2bd1fdd6fe9f49319b281fea4deb8050"&gt;
  &lt;/iframe&gt;
&lt;/div&gt;




&lt;h2&gt;
  
  
  How it works
&lt;/h2&gt;

&lt;p&gt;There are two main things happening on the platform.&lt;/p&gt;

&lt;p&gt;*&lt;em&gt;1. Ready-made workflows *&lt;/em&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Builders and agencies can list workflows they’ve already built. Buyers can browse, understand what they’re getting, and purchase without endless back-and-forth.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;*&lt;em&gt;2. Automation requests *&lt;/em&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;If someone needs something custom, they post a request. Builders respond with proposals. Once accepted, it turns into an order. Messages, delivery, and updates stay in one place.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Everyone starts as a buyer. When someone creates a business profile, seller tools unlock automatically. No separate accounts. No confusion.&lt;/p&gt;

&lt;h2&gt;
  
  
  ▶️What’s Live Now
&lt;/h2&gt;

&lt;p&gt;Right now, the platform supports the core automation workflow:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Posting and responding to automation requests&lt;/li&gt;
&lt;li&gt;Direct messaging between buyers and builders&lt;/li&gt;
&lt;li&gt;Proposals, orders, delivery, and revisions in one place&lt;/li&gt;
&lt;li&gt;Selling ready-made automation workflows as products&lt;/li&gt;
&lt;li&gt;Basic seller tools like payouts, reviews, and order tracking&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The focus so far has been on getting the core flow right, not adding unnecessary features.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;⏭️What’s Coming Next&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;What we’re working toward next:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Public seller profiles to showcase builders and agencies&lt;/li&gt;
&lt;li&gt;Better ways to present and discover workflows&lt;/li&gt;
&lt;li&gt;Seller verification to signal quality and trust&lt;/li&gt;
&lt;li&gt;Featured workflows and promotion for sellers&lt;/li&gt;
&lt;li&gt;An automation-focused community (not just another forum)&lt;/li&gt;
&lt;li&gt;Platform-level automation and API access&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The goal is to grow this step by step with real feedback from automation people.&lt;/p&gt;

&lt;p&gt;I’d genuinely like your feedback&lt;br&gt;
If you work with automation - as a builder, agency, or buyer - I’d really appreciate you taking a look.&lt;/p&gt;

&lt;p&gt;🌐 Platform: &lt;a href="https://automationworkflows.io/" rel="noopener noreferrer"&gt;https://automationworkflows.io/&lt;/a&gt;&lt;br&gt;
💬 Community: &lt;a href="https://discord.gg/wzp9ynCn" rel="noopener noreferrer"&gt;https://discord.gg/wzp9ynCn&lt;/a&gt;&lt;br&gt;
📝 Feedback: &lt;a href="https://automationworkflows.io/feedback" rel="noopener noreferrer"&gt;https://automationworkflows.io/feedback&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Just explore it and tell me:&lt;/p&gt;

&lt;p&gt;Does this feel useful?&lt;/p&gt;

&lt;p&gt;What feels confusing?&lt;/p&gt;

&lt;p&gt;What’s missing?&lt;/p&gt;

&lt;p&gt;What’s unnecessary?&lt;/p&gt;

&lt;p&gt;I’m building this in public and shaping it with real feedback.&lt;/p&gt;

&lt;p&gt;Thanks for reading. 🙏&lt;/p&gt;

</description>
      <category>ai</category>
      <category>automation</category>
      <category>community</category>
    </item>
    <item>
      <title>How I Made My Voice AI Smarter: Real Lessons from Building in the Field</title>
      <dc:creator>Bishal Paul</dc:creator>
      <pubDate>Wed, 05 Nov 2025 07:32:53 +0000</pubDate>
      <link>https://dev.to/bishal_paul_ai/how-i-made-my-voice-ai-smarter-real-lessons-from-building-in-the-field-p2e</link>
      <guid>https://dev.to/bishal_paul_ai/how-i-made-my-voice-ai-smarter-real-lessons-from-building-in-the-field-p2e</guid>
      <description>&lt;p&gt;Most people only see the final, polished version of a voice AI — the smooth, confident tone, the quick responses, and the natural back-and-forth.&lt;/p&gt;

&lt;p&gt;What they don’t see are the hundreds of micro-fixes behind the scenes: the missing data fields, the API errors, the silent bugs that make or break automation in live environments.&lt;/p&gt;

&lt;p&gt;Over the past few weeks, I rebuilt major parts of my voice automation system to make it more stable, context-aware, and human-like. Each change came from solving an actual failure — not theory.&lt;/p&gt;

&lt;p&gt;Here are 10 key upgrades that shaped the new version.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. Smarter Call Summaries
&lt;/h2&gt;

&lt;p&gt;Instead of dumping raw transcripts, the system now generates structured summaries with clear intent, lead score, and action points.&lt;br&gt;
Each summary is exported as JSON, then shared with team inboxes and CRMs. This single change cut manual review time by 80%.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Automatic Lead Capture
&lt;/h2&gt;

&lt;p&gt;Leads are now identified automatically from the AI’s post-call summary.&lt;br&gt;
When a “lead = yes” flag is detected, the system pushes the details straight into Google Sheets or a CRM — instantly, without human touch.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. Automated Follow-Up Emails
&lt;/h2&gt;

&lt;p&gt;Leads that require follow-up now trigger auto-generated, personalized emails summarizing the call and confirming next steps.&lt;br&gt;
This ensures no qualified lead is forgotten just because a human didn’t check the inbox fast enough.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Natural Appointment Scheduling
&lt;/h2&gt;

&lt;p&gt;When a caller says “next Wednesday afternoon,” the AI now understands that as an actual date and time.&lt;br&gt;
It confirms availability and books the slot directly through the connected calendar API — all within a few seconds.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. Live CRM &amp;amp; Data Sync
&lt;/h2&gt;

&lt;p&gt;Real-time CRM connectivity now allows the AI to answer questions like “What’s the status of my claim?” or “Has my order shipped yet?” without human lookup.&lt;br&gt;
It fetches live data through APIs and formats the response instantly.&lt;/p&gt;

&lt;h2&gt;
  
  
  6. Contextual Memory
&lt;/h2&gt;

&lt;p&gt;Returning callers are now recognized by their phone numbers.&lt;br&gt;
The system retrieves prior interactions, understands the context, and continues naturally — no “cold start” feeling for the user.&lt;/p&gt;

&lt;h2&gt;
  
  
  7. Intelligent Call Routing
&lt;/h2&gt;

&lt;p&gt;Using tone, keywords, and model confidence, the AI decides when to keep handling a call and when to escalate to a human.&lt;br&gt;
Every escalation logs a reason automatically — giving visibility into what the AI can’t yet handle.&lt;/p&gt;

&lt;h2&gt;
  
  
  8. Real-Time Data Access
&lt;/h2&gt;

&lt;p&gt;The voice agent can now answer live questions (like current time or weather) and detect voicemail responses.&lt;br&gt;
If it detects voicemail, it plays a custom message and ends the call gracefully — small detail, big difference.&lt;/p&gt;

&lt;h2&gt;
  
  
  9. Compliance by Design
&lt;/h2&gt;

&lt;p&gt;Every process — from speech recognition to data storage — is region-pinned and GDPR-aligned.&lt;br&gt;
Sensitive fields are blocked from capture, and all transcripts are sanitized before logging.&lt;br&gt;
The system is built with privacy-first automation, not afterthought compliance patches.&lt;/p&gt;

&lt;h2&gt;
  
  
  10. What’s Coming Next
&lt;/h2&gt;

&lt;p&gt;The next wave of improvements focuses on multi-channel depth:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;SMS follow-ups&lt;/li&gt;
&lt;li&gt;Intent-based IVR&lt;/li&gt;
&lt;li&gt;Analytics dashboard&lt;/li&gt;
&lt;li&gt;Multi-agent coordination&lt;/li&gt;
&lt;li&gt;Knowledge grounding for factual accuracy&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each feature aims to make the system more reliable, not just more complex.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Real Lesson
&lt;/h2&gt;

&lt;p&gt;Building reliable automation is about engineering the edges, not chasing perfection.&lt;/p&gt;

&lt;p&gt;APIs fail, accents vary, and real-world data is messy. Every fix that survives those realities brings your AI closer to production-grade performance.&lt;/p&gt;

&lt;p&gt;So, if you’re building your own voice agent — start small, but design for reliability first.&lt;/p&gt;

&lt;p&gt;Perfection is just polish. Reliability is what earns trust.&lt;/p&gt;

&lt;p&gt;💡 I write about practical AI automation — from voice systems to workflow design.&lt;/p&gt;

&lt;p&gt;Follow me on &lt;a href="https://www.linkedin.com/in/bishal-paul-in/" rel="noopener noreferrer"&gt;LinkedIn &lt;/a&gt; or subscribe to &lt;a href="https://www.linkedin.com/newsletters/the-automation-hub-7289075482757668864/" rel="noopener noreferrer"&gt;The Automation Hub&lt;/a&gt; for deeper breakdowns and build notes.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>voiceai</category>
    </item>
  </channel>
</rss>
