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    <title>DEV Community: Muhammed Amar</title>
    <description>The latest articles on DEV Community by Muhammed Amar (@muhammed_amar_c88d3b3c909).</description>
    <link>https://dev.to/muhammed_amar_c88d3b3c909</link>
    <image>
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      <title>DEV Community: Muhammed Amar</title>
      <link>https://dev.to/muhammed_amar_c88d3b3c909</link>
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    <language>en</language>
    <item>
      <title>I Built 10 AI Products as a Solo Developer — Here Is What I Learned</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Tue, 09 Jun 2026 06:31:37 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/i-built-10-ai-products-as-a-solo-developer-here-is-what-i-learned-4olb</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/i-built-10-ai-products-as-a-solo-developer-here-is-what-i-learned-4olb</guid>
      <description>&lt;p&gt;I shipped 10 AI products solo in a few weeks. No team. No funding. Just building.&lt;/p&gt;

&lt;p&gt;All live at &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; with Stripe checkout.&lt;/p&gt;

&lt;p&gt;Here is a quick tour:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;📰 Agent Intel Brief&lt;/strong&gt; (£12/mo) — Daily 7am competitor intel on the AI agent industry. Funding, launches, platform moves — analysed, not summarised.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;📦 SMB Agent Templates&lt;/strong&gt; (£59) — 5 plug-and-play AI employees: invoice processing, lead qualifying, support triage, voice QA, WhatsApp commerce.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;📋 Agent Audit Logger&lt;/strong&gt; ($49/mo) — Lightweight Python middleware wrapping any agent framework with full tool-call audit trails. SOC 2 prep without the $10K bill.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;🧠 ContextBase (Agent Onboarding)&lt;/strong&gt; ($29/mo) — Drop-in Python SDK that captures project context and injects it into any agent's system prompt. No more agents forgetting who they are.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Plus 10 more at &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Stack: HTML/CSS on Cloudflare Pages, Stripe for payments, Hermes Agent for automation. $0/month hosting.&lt;/p&gt;

&lt;p&gt;Would love feedback or a roast 🙏&lt;/p&gt;




&lt;p&gt;🔗 &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; — 10 AI products, all with Stripe checkout.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>startup</category>
      <category>productivity</category>
      <category>webdev</category>
    </item>
    <item>
      <title>How to Track AI Coding Costs In Real Time (Stop Guessing Your Bill)</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Mon, 08 Jun 2026 12:03:13 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/how-to-track-ai-coding-costs-in-real-time-stop-guessing-your-bill-4lh1</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/how-to-track-ai-coding-costs-in-real-time-stop-guessing-your-bill-4lh1</guid>
      <description>&lt;p&gt;If you use GitHub Copilot, Cursor, or any AI coding assistant, you probably have no idea what your team's AI spend actually looks like until the invoice arrives.&lt;/p&gt;

&lt;p&gt;I built a small tool to fix that: &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev/copilot-token-billing/" rel="noopener noreferrer"&gt;AI Coding Cost Tracker&lt;/a&gt;&lt;/strong&gt;. Here's how it works and why it matters.&lt;/p&gt;




&lt;h2&gt;
  
  
  The problem
&lt;/h2&gt;

&lt;p&gt;AI coding tools are great right up until they aren't:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Tokens scale faster than expected across multiple developers.&lt;/li&gt;
&lt;li&gt;Different projects burn very different amounts of AI budget.&lt;/li&gt;
&lt;li&gt;By the time you see your bill, the sprawl is already done.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Without visibility, AI coding tools turn into a black box of cost.&lt;/p&gt;




&lt;h2&gt;
  
  
  What the AI Coding Cost Tracker gives you
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Real-time token usage dashboards&lt;/strong&gt; — see usage as it happens, not at the end of the month.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Per-developer cost breakdowns&lt;/strong&gt; — know who is burning the most tokens and why.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Per-project reporting&lt;/strong&gt; — allocate AI budget by project, sprint, or feature team.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Exportable reports&lt;/strong&gt; — paste them directly into budget reviews and engineering post-mortems.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Broad compatibility&lt;/strong&gt; — built for Copilot, Cursor, and other OpenAI-style coding tools.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Why this matters right now
&lt;/h2&gt;

&lt;p&gt;We're in the phase where AI coding is standard, but cost governance isn't. Most teams still treat AI spend as a generic cloud cost. It isn't. It's a per-feature, per-engineer, per-sprint variable.&lt;/p&gt;

&lt;p&gt;If you want AI tools to keep scaling, you need to make their cost visible in the same system you already use for engineering metrics.&lt;/p&gt;




&lt;h2&gt;
  
  
  Pricing
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;£5 one-time.&lt;/strong&gt; No subscription. No SaaS renewal reminder every month. You buy it once and get the tracker.&lt;/p&gt;




&lt;h2&gt;
  
  
  The takeaway
&lt;/h2&gt;

&lt;p&gt;You don't need to ban AI coding tools. You need to measure them.&lt;/p&gt;

&lt;p&gt;The same way you track deploy frequency, you can track token frequency. The tool I made lets you do that without writing custom dashboards or wiring up a new BI pipeline.&lt;/p&gt;




&lt;p&gt;Get the tracker here: &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev/copilot-token-billing/" rel="noopener noreferrer"&gt;theaisuite.pages.dev/copilot-token-billing/&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




</description>
      <category>ai</category>
      <category>indiehacker</category>
      <category>saas</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Stop Guessing What Your AI Coding Tools Actually Cost</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Mon, 08 Jun 2026 08:01:40 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/stop-guessing-what-your-ai-coding-tools-actually-cost-1817</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/stop-guessing-what-your-ai-coding-tools-actually-cost-1817</guid>
      <description>&lt;h1&gt;
  
  
  Stop Guessing What Your AI Coding Tools Actually Cost
&lt;/h1&gt;

&lt;p&gt;If you’re shipping with GitHub Copilot, Cursor, or any AI-powered coding assistant, you probably don’t know your real per-project or per-sprint spend. You see a subscription invoice, not the build-level detail you actually need for budgeting and ROI decisions.&lt;/p&gt;

&lt;p&gt;I built a small tool to fix exactly that: &lt;strong&gt;AI Coding Cost Tracker&lt;/strong&gt;. It turns token usage into a clear, actionable ledger — so you can price work accurately, compare tools, and control costs before they surprise you.&lt;/p&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Real-time token tracking&lt;/strong&gt; from Copilot, Cursor, and OpenAI-powered workflows&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Per-developer and per-project cost breakdowns&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Exportable reports&lt;/strong&gt; for sprint reviews or budget conversations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;One-time pricing&lt;/strong&gt; — no subscription, no recurring fees&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Why I built it
&lt;/h2&gt;

&lt;p&gt;I kept getting three questions from engineering leads:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;How much did the AI tools cost for this sprint?&lt;/li&gt;
&lt;li&gt;Which developer or project is using the most tokens?&lt;/li&gt;
&lt;li&gt;Which AI coding tool gives the best return?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Existing dashboards are either locked behind enterprise plans or vague enough to be useless. AI Coding Cost Tracker is the alternative I wish existed — so I built it.&lt;/p&gt;

&lt;h2&gt;
  
  
  How to use it
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Add your API or tool usage logs&lt;/li&gt;
&lt;li&gt;Review the dashboard breakdown&lt;/li&gt;
&lt;li&gt;Export the report or share it with your team&lt;/li&gt;
&lt;li&gt;Adjust usage, tool choice, or budget based on real numbers&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Pricing
&lt;/h2&gt;

&lt;p&gt;One-time payment. No subscription. No renewal email you have to chase.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Get AI Coding Cost Tracker:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
&lt;a href="https://theaisuite.pages.dev/copilot-token-billing/" rel="noopener noreferrer"&gt;https://theaisuite.pages.dev/copilot-token-billing/&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Tags:&lt;/strong&gt; &lt;code&gt;ai&lt;/code&gt;, &lt;code&gt;developer-tools&lt;/code&gt;, &lt;code&gt;productivity&lt;/code&gt;, &lt;code&gt;indiehacker&lt;/code&gt;, &lt;code&gt;saas&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>ai</category>
      <category>indiehacker</category>
      <category>saas</category>
      <category>productivity</category>
    </item>
    <item>
      <title>The AI Agent Space Is Creating 5 New Business Opportunities Right Now</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Mon, 08 Jun 2026 06:12:10 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/the-ai-agent-space-is-creating-5-new-business-opportunities-right-now-4f9i</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/the-ai-agent-space-is-creating-5-new-business-opportunities-right-now-4f9i</guid>
      <description>&lt;p&gt;The AI agent industry is moving faster than most people realise. Here are 5 gaps I have spotted that anyone can build for:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Agent Reliability Monitoring&lt;/strong&gt; — Agents silently corrupt output across long chains. No tool exists to detect this automatically. £49/mo opportunity.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Voice Agent Testing&lt;/strong&gt; — Vapi just hit $500M valuation. Voice agents are exploding but nobody is monitoring them for drift and hallucinations.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. AI-Ready SEO Audits&lt;/strong&gt; — Google Analytics just added an "AI Assistant" traffic channel. Most brands are blind to how they appear in AI responses. £99/mo.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. SMB Agent Onboarding&lt;/strong&gt; — Anthropic launched Claude for Small Business. SMB owners have no clue how to set it up. £199/pack.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. Migration Services&lt;/strong&gt; — OpenAI, Google, and regulators are forcing migrations with hard deadlines. Most companies are not ready. £300-£2,000/project.&lt;/p&gt;

&lt;p&gt;I am building products in several of these gaps at &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; — happy to chat about any of them.&lt;/p&gt;




&lt;p&gt;🔗 &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; — 10 AI products, all with Stripe checkout.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>startup</category>
      <category>productivity</category>
      <category>webdev</category>
    </item>
    <item>
      <title>How I Run 14 AI Products Solo With $0/Month Hosting</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Sun, 07 Jun 2026 13:18:25 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/how-i-run-14-ai-products-solo-with-0month-hosting-56cb</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/how-i-run-14-ai-products-solo-with-0month-hosting-56cb</guid>
      <description>&lt;p&gt;A behind-the-scenes look at how I built and run 14 AI products as a solo developer at virtually zero cost.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Tech Stack:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Cloudflare Pages (free tier) — static hosting for all landing pages&lt;/li&gt;
&lt;li&gt;Stripe — payment processing (pay-as-you-go fees only)&lt;/li&gt;
&lt;li&gt;Hermes Agent — cron jobs for competitor monitoring, lead scouting, automated intel&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Daily Automation (all free):&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;7:00 AM — Competitor intel brief generated&lt;/li&gt;
&lt;li&gt;11:00 AM — AI money alerts&lt;/li&gt;
&lt;li&gt;1:00 PM — Lead scouting&lt;/li&gt;
&lt;li&gt;8:00 PM — Subscriber alerts&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;What I would do differently:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Start with 3 products instead of 10 (spread too thin initially)&lt;/li&gt;
&lt;li&gt;Build the email list before the products&lt;/li&gt;
&lt;li&gt;Launch one at a time instead of all at once&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;All at &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; if you want to see the full setup.&lt;/p&gt;




&lt;p&gt;🔗 &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; — 10 AI products, all with Stripe checkout.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>startup</category>
      <category>productivity</category>
      <category>webdev</category>
    </item>
    <item>
      <title>How I Run 14 AI Products Solo With $0/Month Hosting</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Sun, 07 Jun 2026 10:10:17 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/how-i-run-14-ai-products-solo-with-0month-hosting-5h2l</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/how-i-run-14-ai-products-solo-with-0month-hosting-5h2l</guid>
      <description>&lt;p&gt;A behind-the-scenes look at how I built and run 14 AI products as a solo developer at virtually zero cost.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Tech Stack:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Cloudflare Pages (free tier) — static hosting for all landing pages&lt;/li&gt;
&lt;li&gt;Stripe — payment processing (pay-as-you-go fees only)&lt;/li&gt;
&lt;li&gt;Hermes Agent — cron jobs for competitor monitoring, lead scouting, automated intel&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Daily Automation (all free):&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;7:00 AM — Competitor intel brief generated&lt;/li&gt;
&lt;li&gt;11:00 AM — AI money alerts&lt;/li&gt;
&lt;li&gt;1:00 PM — Lead scouting&lt;/li&gt;
&lt;li&gt;8:00 PM — Subscriber alerts&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;What I would do differently:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Start with 3 products instead of 10 (spread too thin initially)&lt;/li&gt;
&lt;li&gt;Build the email list before the products&lt;/li&gt;
&lt;li&gt;Launch one at a time instead of all at once&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;All at &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; if you want to see the full setup.&lt;/p&gt;




&lt;p&gt;🔗 &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; — 10 AI products, all with Stripe checkout.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>startup</category>
      <category>productivity</category>
      <category>webdev</category>
    </item>
    <item>
      <title>AI SEO Audit — Turn Search Into Revenue</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Sat, 06 Jun 2026 15:03:37 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/ai-seo-audit-turn-search-into-revenue-1hfn</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/ai-seo-audit-turn-search-into-revenue-1hfn</guid>
      <description>&lt;h1&gt;
  
  
  AI SEO Audit — Turn Search Into Revenue
&lt;/h1&gt;

&lt;p&gt;Search traffic is increasingly AI-assisted. If your content isn’t structured for clarity, entities, and trust signals, it won’t rank and it won’t convert.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What we fix&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Title/meta alignment with actual search intent&lt;/li&gt;
&lt;li&gt;Entity and schema clarity for AI crawlers&lt;/li&gt;
&lt;li&gt;Internal linking and content architecture&lt;/li&gt;
&lt;li&gt;CTA and conversion path optimization&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Why now&lt;/strong&gt;&lt;br&gt;
AI search systems rank pages that demonstrate topical authority and clear answers. Generic, keyword-stuffed content is being filtered harder every quarter.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://theaisuite.pages.dev/ai-seo-audit" rel="noopener noreferrer"&gt;https://theaisuite.pages.dev/ai-seo-audit&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>seo</category>
      <category>saas</category>
      <category>productivity</category>
    </item>
    <item>
      <title>I built an indie AI tools suite — 3 practical products and lessons from launching small SaaS</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Thu, 04 Jun 2026 08:02:41 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/i-built-an-indie-ai-tools-suite-3-practical-products-and-lessons-from-launching-small-saas-1g3</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/i-built-an-indie-ai-tools-suite-3-practical-products-and-lessons-from-launching-small-saas-1g3</guid>
      <description>&lt;p&gt;I recently shipped the first three products in an indie suite of AI tools, and I kept one rule: every product should solve one clear job, well.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. AI Coding Cost Tracker
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Product page:&lt;/strong&gt; &lt;a href="https://theaisuite.pages.dev/copilot-token-billing/" rel="noopener noreferrer"&gt;theaisuite.pages.dev/copilot-token-billing/&lt;/a&gt;&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Price:&lt;/strong&gt; £5 one-time&lt;/p&gt;

&lt;p&gt;If you use GitHub Copilot, Cursor, or similar AI coding assistants, you probably do not know your real per-sprint cost. This tracker turns token usage into real money data, with per-project and per-developer dashboards, plus exportable reports.&lt;/p&gt;




&lt;h2&gt;
  
  
  2. AI Phone Service
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Product page:&lt;/strong&gt; &lt;a href="https://theaisuite.pages.dev/ai-phone-service/" rel="noopener noreferrer"&gt;theaisuite.pages.dev/ai-phone-service/&lt;/a&gt;&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Price:&lt;/strong&gt; From £99/month&lt;/p&gt;

&lt;p&gt;Missed calls are missed revenue. This service answers inbound calls with a natural-sounding voice, books appointments, and handles voicemail for small teams and solo operators.&lt;/p&gt;




&lt;h2&gt;
  
  
  3. Anthropic Intel Brief
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Product page:&lt;/strong&gt; &lt;a href="https://theaisuite.pages.dev/anthropic-65b/" rel="noopener noreferrer"&gt;theaisuite.pages.dev/anthropic-65b/&lt;/a&gt;&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Price:&lt;/strong&gt; £9 one-time&lt;/p&gt;

&lt;p&gt;One document focused on Anthropic’s latest 65B model: capability benchmarks, architecture context, and practical business implications in one place.&lt;/p&gt;




&lt;h2&gt;
  
  
  What I am learning while building small AI products
&lt;/h2&gt;

&lt;p&gt;Focus beats feature creep. One-job products are faster to ship, easier to support, and easier to explain. Single one-time payments reduce friction at checkout. Public shipping builds the feedback indie SaaS needs.&lt;/p&gt;

&lt;p&gt;Try the suite: &lt;a href="https://theaisuite.pages.dev/" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;  &lt;/p&gt;

&lt;h1&gt;
  
  
  ai #indiehacker #saas #productivity
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>indiehacker</category>
      <category>saas</category>
      <category>productivity</category>
    </item>
    <item>
      <title>The AI Agent Space Is Creating 5 New Business Opportunities Right Now</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Thu, 04 Jun 2026 06:45:18 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/the-ai-agent-space-is-creating-5-new-business-opportunities-right-now-3184</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/the-ai-agent-space-is-creating-5-new-business-opportunities-right-now-3184</guid>
      <description>&lt;p&gt;The AI agent industry is moving faster than most people realise. Here are 5 gaps I have spotted that anyone can build for:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Agent Reliability Monitoring&lt;/strong&gt; — Agents silently corrupt output across long chains. No tool exists to detect this automatically. £49/mo opportunity.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Voice Agent Testing&lt;/strong&gt; — Vapi just hit $500M valuation. Voice agents are exploding but nobody is monitoring them for drift and hallucinations.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. AI-Ready SEO Audits&lt;/strong&gt; — Google Analytics just added an "AI Assistant" traffic channel. Most brands are blind to how they appear in AI responses. £99/mo.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. SMB Agent Onboarding&lt;/strong&gt; — Anthropic launched Claude for Small Business. SMB owners have no clue how to set it up. £199/pack.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. Migration Services&lt;/strong&gt; — OpenAI, Google, and regulators are forcing migrations with hard deadlines. Most companies are not ready. £300-£2,000/project.&lt;/p&gt;

&lt;p&gt;I am building products in several of these gaps at &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; — happy to chat about any of them.&lt;/p&gt;




&lt;p&gt;🔗 &lt;strong&gt;&lt;a href="https://theaisuite.pages.dev" rel="noopener noreferrer"&gt;theaisuite.pages.dev&lt;/a&gt;&lt;/strong&gt; — 10 AI products, all with Stripe checkout.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>startup</category>
      <category>productivity</category>
      <category>webdev</category>
    </item>
    <item>
      <title>I Reverse-Engineered a $109k App and Launched My Own Version in a Weekend — Here’s the Exact Playbook</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Wed, 03 Jun 2026 20:16:39 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/i-reverse-engineered-a-109k-app-and-launched-my-own-version-in-a-weekend-heres-the-exact-39dj</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/i-reverse-engineered-a-109k-app-and-launched-my-own-version-in-a-weekend-heres-the-exact-39dj</guid>
      <description>&lt;p&gt;The app is called Testimonial.to and makes over $109,000 per month collecting video and text testimonials for websites. The crazy part: it’s not that original, and it’s not that hard to build.&lt;/p&gt;

&lt;p&gt;Here’s the exact playbook so you can do the same with any proven SaaS idea.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Find proven demand, not “unique ideas”
Look for apps that already have customers, revenue, and reviews. Build a simpler, cheaper version for a specific audience.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Good places: Product Hunt, Betalist, “best tools in [niche]” lists, or ask an LLM to find companies making $50k–$200k/month.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Reverse-engineer the core value
Visit the product landing page and extract:&lt;/li&gt;
&lt;li&gt;Main headline benefit&lt;/li&gt;
&lt;li&gt;2–3 key features that deliver it&lt;/li&gt;
&lt;li&gt;Target audience&lt;/li&gt;
&lt;li&gt;Pricing&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Strip it down to the minimum that still solves the problem. If the original charges $25/mo, you can win at $9–$19/mo with focus.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Write a PRD before you touch an AI builder
The biggest mistake is overbuilding. A one-page PRD beats 10 hours of feature creep.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Include: what it does, two user types, core flows, pages needed, data model, in-scope must-haves, out-of-scope everything else.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;Build fast with AI code generation&lt;br&gt;
Build the riskiest parts first: auth, submit flow, and embed/share. Don’t polish UI until those work.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Remove branding and watermarks&lt;br&gt;
AI code platforms often add badges. One short prompt usually removes them.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Deploy and prove the data flow&lt;br&gt;
After launch, test the full path: submit a real testimonial, check the admin panel, paste the embed into an iframe test page, and open the public link on a phone.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Sell to a niche before scaling&lt;br&gt;
Don’t market to “all businesses.” Pick one: fractional executives, agencies, e-commerce stores, or trades. Outreach is still the fastest channel for first 10–100 customers.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The real lesson: originality is overrated. Execution speed, narrow targeting, and a clean checkout path matter more. Build something boring, solve one pain, sell it simply.&lt;/p&gt;

&lt;p&gt;That’s how you go from “I have an idea” to a live product with real revenue in a weekend.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>indiehacker</category>
      <category>saas</category>
      <category>productivity</category>
    </item>
    <item>
      <title>I Built 3 AI Products for £25 or Less — Here’s What Actually Sold</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Wed, 03 Jun 2026 20:16:19 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/i-built-3-ai-products-for-ps25-or-less-heres-what-actually-sold-55k0</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/i-built-3-ai-products-for-ps25-or-less-heres-what-actually-sold-55k0</guid>
      <description>&lt;p&gt;Done&lt;/p&gt;

</description>
      <category>ai</category>
      <category>indiehacker</category>
      <category>saas</category>
      <category>productivity</category>
    </item>
    <item>
      <title>I Built 3 AI Products for £25 or Less — Here’s What Actually Sold</title>
      <dc:creator>Muhammed Amar</dc:creator>
      <pubDate>Wed, 03 Jun 2026 20:07:55 +0000</pubDate>
      <link>https://dev.to/muhammed_amar_c88d3b3c909/i-built-3-ai-products-for-ps25-or-less-heres-what-actually-sold-29li</link>
      <guid>https://dev.to/muhammed_amar_c88d3b3c909/i-built-3-ai-products-for-ps25-or-less-heres-what-actually-sold-29li</guid>
      <description>&lt;p&gt;I’m one person, no VC, building AI products in public. Last week I shipped three new tools on the AI Suite:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Anthropic Intel Brief — £9 — daily 7am intelligence on Anthropic’s models, deals, and competitive moves.&lt;/li&gt;
&lt;li&gt;AI Coding Cost Tracker — from £5 — tracks Copilot, Cursor, and AI session spend in one place.&lt;/li&gt;
&lt;li&gt;AI Phone Answering Service — from £99/mo — 24/7 UK phone answering that books leads while you sleep.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;What worked:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Price anchoring. £9 one-time felt easier than “£12/mo.”&lt;/li&gt;
&lt;li&gt;Real problem first, AI second. Every page leads with pain: hidden coding costs, missed calls, surprise competitor moves.&lt;/li&gt;
&lt;li&gt;Install friction zero. No login wall before checkout. Email capture happens after Stripe.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;What didn’t:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Generic “AI-powered” copy. Clean, boring language outperformed hype.&lt;/li&gt;
&lt;li&gt;Subscription everywhere. One-time pricing converted better for small products.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you’re building solo, sell small, ship fast, and keep the checkout path loud and simple.&lt;/p&gt;

&lt;p&gt;Full list: theaisuite.pages.dev&lt;/p&gt;

</description>
      <category>ai</category>
      <category>indiehacker</category>
      <category>saas</category>
      <category>productivity</category>
    </item>
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