{“result”:”\n\n\n \n \n The Complete Guide to Building a Profitable Affiliate Marketing Business from Scratch \n\n\n\n\n\nThe Complete Guide to Building a Profitable Affiliate Marketing Business from Scratch: Turn Your Audience Into Passive Income
\n\nYou’re scrolling through your bank account at 2 AM, wondering if there’s a way to make money that doesn’t require trading your time for dollars. Maybe you’ve got a blog that’s getting decent traffic but you’re making pennies. Or perhaps you’re tired of the 9-to-5 grind and want to build something that actually scales.
\n\nHere’s the brutal truth: Most people who try affiliate marketing fail within the first 90 days. Not because the business model is broken—it absolutely works—but because they’re approaching it all wrong. They’re chasing quick commissions instead of building real authority. They’re promoting products they don’t believe in. They’re treating their audience like ATMs instead of people worth serving.
\n\nThe good news? If you’re willing to do it the right way, affiliate marketing can generate anywhere from a few hundred to six figures per month. I’ve seen it happen. Repeatedly. And in this guide, I’m going to show you exactly how.
\n\nWhy Affiliate Marketing is the Most Underrated Business Model in 2026
\n\nLet’s start with why affiliate marketing matters in 2026, a year where attention spans are shorter and competition is fiercer than ever.
\n\nTraditional affiliate marketing—recommending products and earning a commission—has fundamentally changed. It’s no longer about spamming affiliate links in sketchy forums or writing thin content that ranks for one keyword. Today’s affiliate marketing is about becoming a trusted authority in your niche, building a real community, and recommending products so good that your audience actually thanks you for the recommendation.
\n\nHere’s what makes it beautiful:
\n\n\n- Low Barrier to Entry: You don’t need inventory, employees, or significant startup capital. A domain name, hosting, and your expertise are enough to start.
\n- Passive Income Potential: Once content is published and ranked, it can generate commissions for months or years with minimal maintenance.
\n- Scalability: Your first $1,000/month and your hundredth $1,000/month require similar effort—the only difference is depth and breadth of content.
\n- Flexibility: Work from anywhere, set your own schedule, and choose partners that align with your values.
\n- Zero Product Risk: You’re not creating, storing, or shipping anything. The merchant handles fulfillment—you handle the audience relationship.
\n
\n\nBut here’s what separates the six-figure earners from the \”I made $47 last month\” crowd: They understand that affiliate marketing is fundamentally a trust business, not a traffic business. More on that in a moment.
\n\nThe Three Pillars of Profitable Affiliate Marketing
\n\nBefore you publish a single article or create a single YouTube video, you need to understand the foundational pillars that actually make affiliate marketing work.
\n\nPillar #1: Authority in Your Chosen Niche
\n\nAuthority isn’t about being famous. It’s about being known, trusted, and respected within a specific community or topic area. When someone in your niche encounters your name or your content, their immediate thought should be: \”This person actually knows what they’re talking about.\”
\n\nBuilding authority takes time, but here’s the payoff: Once you have it, everything else becomes exponentially easier. Traffic comes easier. People click your affiliate links at higher rates. You can charge premium prices for courses or services. Brands reach out to you instead of you chasing them.
\n\nHow do you build it?
\n\n\n- Create Insanely Useful Content: Not just good content. Useful content. Content that solves real problems better than what already exists. If someone reads your article and thinks, \”Wow, I didn’t know that\” or \”I’m going to use this today,\” you’re building authority.
\n- Be Specific About What You Know: \”Internet marketing tips\” is vague and unconvincing. \”How to get your first 100 email subscribers when you’re starting with zero audience\” is specific and credible.
\n- Show Your Work: Include case studies, real examples, and evidence. Don’t just tell people what works—show them why it works.
\n- Be Consistent: This is the unsexy part, but it matters most. Showing up regularly, publishing consistently, and staying engaged with your audience for 12+ months builds far more authority than any single viral post.
\n
\n\nPillar #2: A Targeted Audience That Actually Trusts You
\n\nHere’s a truth that affiliate marketing gurus won’t tell you: You don’t need a huge audience to make serious money. You need an audience that trusts your recommendations. Period.
\n\nA person with 10,000 engaged email subscribers typically makes more in affiliate commissions than someone with 100,000 passive social media followers. Why? Because engagement equals trust, and trust drives conversions.
\n\nBuild your audience by:
\n\n\n- Creating a Lead Magnet: Something free and valuable that gets people on your email list. \”Subscribe to my newsletter\” gets conversions from 2-5% of visitors. \”Get my free guide on the exact framework I used to generate $50K in affiliate commissions in my first year\” gets 15-30%.
\n- Engaging Authentically: Respond to comments. Answer questions in forums. Have conversations, not monologues.
\n- Being Selective About Recommendations: Only promote products you genuinely use and believe in. Your audience will know if you’re phoning it in, and once trust is broken, it rarely comes back.
\n- Over-Delivering on Free Content: Your free content should be so good that people feel indebted to you. This creates what we call \”reciprocity bias\”—they’re more likely to click your affiliate links because you’ve already given them immense value.
\n
\n\nPillar #3: Strategic Product Selection and Placement
\n\nThis is where most affiliates leave thousands of dollars on the table. They’ll promote the first product they find in their niche without considering commission structure, conversion rates, audience fit, or merchant reliability.
\n\nStrategic selection means:
\n\n\n- Choosing Products Your Audience Actually Needs: Not products with the highest commission rate. This is critical. A 50% commission on a product your audience doesn’t want converts to zero dollars. A 5% commission on a product your audience actually needs converts to real money.
\n- Testing Merchant Reliability: Buy the product yourself. Does it actually work? Does the merchant pay commissions on time? Are their cookie windows reasonable (30-60 days is standard)? Is their affiliate program stable?
\n- Diversifying Your Portfolio: Relying on a single affiliate program is dangerous. They could shut down your account, change commission rates, or go out of business. Promote multiple products across different merchants in your niche.
\n- Placing Affiliate Links Naturally: Don’t shoehorn links everywhere. Use them where they genuinely serve the reader. Embedding an affiliate link in a comparison chart or within a recommendation that directly addresses reader needs gets much higher click-through rates than random sidebar links.
\n
\n\nThe Step-by-Step Process to Launch Your First Profitable Affiliate Marketing Project
\n\nAlright, let’s get tactical. Here’s exactly how to go from zero to your first affiliate commission.
\n\nStep 1: Choose Your Niche (The Right Way)
\n\nThis is where most people make their first mistake. They choose a niche based on passion alone, without considering profitability. \”I love hiking, so I’ll do an affiliate site about hiking gear.\” That’s not terrible, but it’s incomplete.
\n\nYour ideal niche intersection looks like this:
\n\n\n- Personal Interest/Expertise: You should know it or be willing to deeply learn it. You’re going to spend 1,000+ hours in this space.
\n- Market Demand: Are people actively searching for solutions in this niche? Are they spending money? Check Google Keyword Planner, SEMrush, and search volume data.
\n- Low-to-Medium Competition: You want niches where the top-ranking articles are mediocre, not perfect. That’s your opportunity to out-create them.
\n- Affiliate Product Availability: Do quality products exist that pay commissions? This rules out a lot of smaller niches.
\n
\n\nFor example: Instead of \”fitness\” (too broad), consider \”strength training for women over 40.\” It’s specific, there’s clear demand, there are quality products (workout programs, supplements, equipment), and the people searching for this are motivated buyers.
\n\nStep 2: Conduct Deep Audience Research
\n\nBefore you write a single article, you need to deeply understand your target person. Not just what they’re searching for, but who they are, what keeps them up at night, and what transformation they’re seeking.
\n\nWhere to research:
\n\n\n- Reddit threads in your niche (people asking real questions)
\n- YouTube comments on videos in your niche (people describing problems)
\n- Facebook groups related to your topic
\n- Competitor email newsletters (what are they emphasizing?)
\n- Amazon reviews of products in your niche (what are people complaining about? What do they love?)
\n- Quora questions in your field
\n
\n\nYour job is to find the gaps. What questions aren’t being answered? What frustrations keep appearing? That’s where you’ll build your content.
\n\nStep 3: Find Your Affiliate Programs and Merchants
\n\nStart with direct partnerships. If there are 5 major products/services in your niche, go to their websites and look for \”Affiliate Program\” or \”Partners\” in the footer. Most legitimate merchants have formal programs.
\n\nThen explore affiliate networks:
\n\n\n- Amazon Associates: If your niche has related products on Amazon (almost everything does), this is an easy starting point. Lower commissions (2-10%) but high trust and cookie windows up to 24 hours.
\n- ShareASale: One of the oldest and most reputable networks. Thousands of merchants. Good interface for tracking.
\n- Impact: Growing network with strong merchants and reasonable commission structures.
\n- Refersion: Great for e-commerce stores and Shopify merchants.
\n- Awin: International network with excellent merchants.
\n
\n\nCreate a spreadsheet tracking: Product/Service Name, Commission %, Cookie Window, Merchant Reliability (1-5), and Audience Fit (1-5). Prioritize products with strong audience fit over highest commissions.
\n\nStep 4: Create a Content Plan That Targets Buying Intent Keywords
\n\nThis is where SEO gets serious. You want to target keywords where people are actively ready to make a purchase decision or seriously considering solutions.
\n\nHigh-intent keywords include:
\n\n\n- Best [product] for [audience] – \”best project management tool for remote teams\”
\n- [Product] vs [Product] – \”Asana vs Monday.com\”
\n- [Product] review – \”HubSpot review\”
\n- How to choose [product type] – \”How to choose a VPN\”
\n- [Problem] solution – \”How to fix lower back pain\”
\n- Top [number] [product type] – \”Top 10 email marketing platforms\”
\n
\n\nThese keywords convert much better than informational keywords like \”What is project management\” or \”History of SaaS.\” You want people who are ready to make a decision.
\n\nUse tools like SEMrush, Ahrefs, or the free Google Keyword Planner to find keywords with:
\n\n\n- 500-5,000 monthly searches (sweet spot for easier ranking)
\n- Low-to-medium difficulty score (if using a paid tool)
\n- Clear commercial intent
\n
\n\nStep 5: Create Content That Dominates Search Results
\n\nThis is where your authority gets built. You’re going to write articles so comprehensive and useful that they absolutely have to rank.
\n\nYour content structure should include:
\n\n\n- A Hook That Addresses Reader Pain: Not a generic intro. Something that makes people think, \”This person gets my problem.\”
\n- Clear Value Proposition: Why should they read this article instead of closing the tab? What will they learn or be able to do?
\n- Comprehensive Coverage: If it’s a comparison article, compare 6-8 options, not 3. If it’s a \”how to\” guide, be detailed enough that someone could actually implement it.
\n- Real Examples and Case Studies: Generic advice is forgettable. Specific examples stick.
\n- Honest Assessments: Include a product’s weaknesses, not just strengths. Honest reviews convert better than glowing 5-star reviews because they build credibility.
\n- Strategically Placed Affiliate Links: Not 50 links in a 2,000-word article. Usually 2-5 links placed where they genuinely serve the reader’s intent.
\n
\n\nAim for 2,000-4,000 words for most articles. This length allows you to thoroughly cover topics and rank for multiple related keywords.
\n\nStep 6: Optimize for Search Engines (Without Compromising for Humans)
\n\nSEO isn’t complicated, but it requires discipline. Here’s the priority order:
\n\n\n- Title Tag: Include your main keyword. Keep it under 60 characters. Make it compelling.
\n- Meta Description: Your sales pitch in 155 characters. Should encourage clicks.
\n- H1 Tag: Use your main keyword here. Usually the same as your title.
\n- Headers Throughout: Use H2s and H3s to organize content. Include keywords where natural.
\n- Internal Linking: Link to your other related articles. This helps search engines understand your site structure and keeps readers on your domain longer.
\n- Backlinks: This is the harder part. You need external websites linking to your content. Create content so good that people naturally want to link to it. Reach out to relevant websites and ask for links. Guest post on authority sites in your niche. This takes time but is non-negotiable for ranking competitive keywords.
\n
\n\nGoogle’s core ranking factors are: Expertise, Authoritativeness, and Trustworthiness (E-E-A-T). Every article should demonstrate these three qualities.
\n\nExpert Insight: The \”Reciprocity Ladder\” Strategy Most Affiliates Don’t Use
\n\nHere’s the secret that separates $10,000/month earners from $100,000/month earners:
\n\nMost affiliates think linearly: Create content → People click affiliate link → Earn commission. The End.
\n\nBut the real money comes from what I call the \”Reciprocity Ladder.\” It looks like this:
\n\nLevel 1 -“,”baseModel”:”claude-haiku-4-5″,”model”:”claude-haiku-4-5-20251001″,”usage”:{“input_tokens”:380,”output_tokens”:4000},”stop_reason”:”max_tokens”}
The Complete Guide to Building a Profitable Affiliate Marketing Business from Scratch: Turn Your Audience Into Passive Income
\n\nYou’re scrolling through your bank account at 2 AM, wondering if there’s a way to make money that doesn’t require trading your time for dollars. Maybe you’ve got a blog that’s getting decent traffic but you’re making pennies. Or perhaps you’re tired of the 9-to-5 grind and want to build something that actually scales.
\n\nHere’s the brutal truth: Most people who try affiliate marketing fail within the first 90 days. Not because the business model is broken—it absolutely works—but because they’re approaching it all wrong. They’re chasing quick commissions instead of building real authority. They’re promoting products they don’t believe in. They’re treating their audience like ATMs instead of people worth serving.
\n\nThe good news? If you’re willing to do it the right way, affiliate marketing can generate anywhere from a few hundred to six figures per month. I’ve seen it happen. Repeatedly. And in this guide, I’m going to show you exactly how.
\n\nWhy Affiliate Marketing is the Most Underrated Business Model in 2026
\n\nLet’s start with why affiliate marketing matters in 2026, a year where attention spans are shorter and competition is fiercer than ever.
\n\nTraditional affiliate marketing—recommending products and earning a commission—has fundamentally changed. It’s no longer about spamming affiliate links in sketchy forums or writing thin content that ranks for one keyword. Today’s affiliate marketing is about becoming a trusted authority in your niche, building a real community, and recommending products so good that your audience actually thanks you for the recommendation.
\n\nHere’s what makes it beautiful:
\n\n- \n
- Low Barrier to Entry: You don’t need inventory, employees, or significant startup capital. A domain name, hosting, and your expertise are enough to start. \n
- Passive Income Potential: Once content is published and ranked, it can generate commissions for months or years with minimal maintenance. \n
- Scalability: Your first $1,000/month and your hundredth $1,000/month require similar effort—the only difference is depth and breadth of content. \n
- Flexibility: Work from anywhere, set your own schedule, and choose partners that align with your values. \n
- Zero Product Risk: You’re not creating, storing, or shipping anything. The merchant handles fulfillment—you handle the audience relationship. \n
But here’s what separates the six-figure earners from the \”I made $47 last month\” crowd: They understand that affiliate marketing is fundamentally a trust business, not a traffic business. More on that in a moment.
\n\nThe Three Pillars of Profitable Affiliate Marketing
\n\nBefore you publish a single article or create a single YouTube video, you need to understand the foundational pillars that actually make affiliate marketing work.
\n\nPillar #1: Authority in Your Chosen Niche
\n\nAuthority isn’t about being famous. It’s about being known, trusted, and respected within a specific community or topic area. When someone in your niche encounters your name or your content, their immediate thought should be: \”This person actually knows what they’re talking about.\”
\n\nBuilding authority takes time, but here’s the payoff: Once you have it, everything else becomes exponentially easier. Traffic comes easier. People click your affiliate links at higher rates. You can charge premium prices for courses or services. Brands reach out to you instead of you chasing them.
\n\nHow do you build it?
\n\n- \n
- Create Insanely Useful Content: Not just good content. Useful content. Content that solves real problems better than what already exists. If someone reads your article and thinks, \”Wow, I didn’t know that\” or \”I’m going to use this today,\” you’re building authority. \n
- Be Specific About What You Know: \”Internet marketing tips\” is vague and unconvincing. \”How to get your first 100 email subscribers when you’re starting with zero audience\” is specific and credible. \n
- Show Your Work: Include case studies, real examples, and evidence. Don’t just tell people what works—show them why it works. \n
- Be Consistent: This is the unsexy part, but it matters most. Showing up regularly, publishing consistently, and staying engaged with your audience for 12+ months builds far more authority than any single viral post. \n
Pillar #2: A Targeted Audience That Actually Trusts You
\n\nHere’s a truth that affiliate marketing gurus won’t tell you: You don’t need a huge audience to make serious money. You need an audience that trusts your recommendations. Period.
\n\nA person with 10,000 engaged email subscribers typically makes more in affiliate commissions than someone with 100,000 passive social media followers. Why? Because engagement equals trust, and trust drives conversions.
\n\nBuild your audience by:
\n\n- \n
- Creating a Lead Magnet: Something free and valuable that gets people on your email list. \”Subscribe to my newsletter\” gets conversions from 2-5% of visitors. \”Get my free guide on the exact framework I used to generate $50K in affiliate commissions in my first year\” gets 15-30%. \n
- Engaging Authentically: Respond to comments. Answer questions in forums. Have conversations, not monologues. \n
- Being Selective About Recommendations: Only promote products you genuinely use and believe in. Your audience will know if you’re phoning it in, and once trust is broken, it rarely comes back. \n
- Over-Delivering on Free Content: Your free content should be so good that people feel indebted to you. This creates what we call \”reciprocity bias\”—they’re more likely to click your affiliate links because you’ve already given them immense value. \n
Pillar #3: Strategic Product Selection and Placement
\n\nThis is where most affiliates leave thousands of dollars on the table. They’ll promote the first product they find in their niche without considering commission structure, conversion rates, audience fit, or merchant reliability.
\n\nStrategic selection means:
\n\n- \n
- Choosing Products Your Audience Actually Needs: Not products with the highest commission rate. This is critical. A 50% commission on a product your audience doesn’t want converts to zero dollars. A 5% commission on a product your audience actually needs converts to real money. \n
- Testing Merchant Reliability: Buy the product yourself. Does it actually work? Does the merchant pay commissions on time? Are their cookie windows reasonable (30-60 days is standard)? Is their affiliate program stable? \n
- Diversifying Your Portfolio: Relying on a single affiliate program is dangerous. They could shut down your account, change commission rates, or go out of business. Promote multiple products across different merchants in your niche. \n
- Placing Affiliate Links Naturally: Don’t shoehorn links everywhere. Use them where they genuinely serve the reader. Embedding an affiliate link in a comparison chart or within a recommendation that directly addresses reader needs gets much higher click-through rates than random sidebar links. \n
The Step-by-Step Process to Launch Your First Profitable Affiliate Marketing Project
\n\nAlright, let’s get tactical. Here’s exactly how to go from zero to your first affiliate commission.
\n\nStep 1: Choose Your Niche (The Right Way)
\n\nThis is where most people make their first mistake. They choose a niche based on passion alone, without considering profitability. \”I love hiking, so I’ll do an affiliate site about hiking gear.\” That’s not terrible, but it’s incomplete.
\n\nYour ideal niche intersection looks like this:
\n\n- \n
- Personal Interest/Expertise: You should know it or be willing to deeply learn it. You’re going to spend 1,000+ hours in this space. \n
- Market Demand: Are people actively searching for solutions in this niche? Are they spending money? Check Google Keyword Planner, SEMrush, and search volume data. \n
- Low-to-Medium Competition: You want niches where the top-ranking articles are mediocre, not perfect. That’s your opportunity to out-create them. \n
- Affiliate Product Availability: Do quality products exist that pay commissions? This rules out a lot of smaller niches. \n
For example: Instead of \”fitness\” (too broad), consider \”strength training for women over 40.\” It’s specific, there’s clear demand, there are quality products (workout programs, supplements, equipment), and the people searching for this are motivated buyers.
\n\nStep 2: Conduct Deep Audience Research
\n\nBefore you write a single article, you need to deeply understand your target person. Not just what they’re searching for, but who they are, what keeps them up at night, and what transformation they’re seeking.
\n\nWhere to research:
\n\n- \n
- Reddit threads in your niche (people asking real questions) \n
- YouTube comments on videos in your niche (people describing problems) \n
- Facebook groups related to your topic \n
- Competitor email newsletters (what are they emphasizing?) \n
- Amazon reviews of products in your niche (what are people complaining about? What do they love?) \n
- Quora questions in your field \n
Your job is to find the gaps. What questions aren’t being answered? What frustrations keep appearing? That’s where you’ll build your content.
\n\nStep 3: Find Your Affiliate Programs and Merchants
\n\nStart with direct partnerships. If there are 5 major products/services in your niche, go to their websites and look for \”Affiliate Program\” or \”Partners\” in the footer. Most legitimate merchants have formal programs.
\n\nThen explore affiliate networks:
\n\n- \n
- Amazon Associates: If your niche has related products on Amazon (almost everything does), this is an easy starting point. Lower commissions (2-10%) but high trust and cookie windows up to 24 hours. \n
- ShareASale: One of the oldest and most reputable networks. Thousands of merchants. Good interface for tracking. \n
- Impact: Growing network with strong merchants and reasonable commission structures. \n
- Refersion: Great for e-commerce stores and Shopify merchants. \n
- Awin: International network with excellent merchants. \n
Create a spreadsheet tracking: Product/Service Name, Commission %, Cookie Window, Merchant Reliability (1-5), and Audience Fit (1-5). Prioritize products with strong audience fit over highest commissions.
\n\nStep 4: Create a Content Plan That Targets Buying Intent Keywords
\n\nThis is where SEO gets serious. You want to target keywords where people are actively ready to make a purchase decision or seriously considering solutions.
\n\nHigh-intent keywords include:
\n\n- \n
- Best [product] for [audience] – \”best project management tool for remote teams\” \n
- [Product] vs [Product] – \”Asana vs Monday.com\” \n
- [Product] review – \”HubSpot review\” \n
- How to choose [product type] – \”How to choose a VPN\” \n
- [Problem] solution – \”How to fix lower back pain\” \n
- Top [number] [product type] – \”Top 10 email marketing platforms\” \n
These keywords convert much better than informational keywords like \”What is project management\” or \”History of SaaS.\” You want people who are ready to make a decision.
\n\nUse tools like SEMrush, Ahrefs, or the free Google Keyword Planner to find keywords with:
\n\n- \n
- 500-5,000 monthly searches (sweet spot for easier ranking) \n
- Low-to-medium difficulty score (if using a paid tool) \n
- Clear commercial intent \n
Step 5: Create Content That Dominates Search Results
\n\nThis is where your authority gets built. You’re going to write articles so comprehensive and useful that they absolutely have to rank.
\n\nYour content structure should include:
\n\n- \n
- A Hook That Addresses Reader Pain: Not a generic intro. Something that makes people think, \”This person gets my problem.\” \n
- Clear Value Proposition: Why should they read this article instead of closing the tab? What will they learn or be able to do? \n
- Comprehensive Coverage: If it’s a comparison article, compare 6-8 options, not 3. If it’s a \”how to\” guide, be detailed enough that someone could actually implement it. \n
- Real Examples and Case Studies: Generic advice is forgettable. Specific examples stick. \n
- Honest Assessments: Include a product’s weaknesses, not just strengths. Honest reviews convert better than glowing 5-star reviews because they build credibility. \n
- Strategically Placed Affiliate Links: Not 50 links in a 2,000-word article. Usually 2-5 links placed where they genuinely serve the reader’s intent. \n
Aim for 2,000-4,000 words for most articles. This length allows you to thoroughly cover topics and rank for multiple related keywords.
\n\nStep 6: Optimize for Search Engines (Without Compromising for Humans)
\n\nSEO isn’t complicated, but it requires discipline. Here’s the priority order:
\n\n- \n
- Title Tag: Include your main keyword. Keep it under 60 characters. Make it compelling. \n
- Meta Description: Your sales pitch in 155 characters. Should encourage clicks. \n
- H1 Tag: Use your main keyword here. Usually the same as your title. \n
- Headers Throughout: Use H2s and H3s to organize content. Include keywords where natural. \n
- Internal Linking: Link to your other related articles. This helps search engines understand your site structure and keeps readers on your domain longer. \n
- Backlinks: This is the harder part. You need external websites linking to your content. Create content so good that people naturally want to link to it. Reach out to relevant websites and ask for links. Guest post on authority sites in your niche. This takes time but is non-negotiable for ranking competitive keywords. \n
Google’s core ranking factors are: Expertise, Authoritativeness, and Trustworthiness (E-E-A-T). Every article should demonstrate these three qualities.
\n\nExpert Insight: The \”Reciprocity Ladder\” Strategy Most Affiliates Don’t Use
\n\nHere’s the secret that separates $10,000/month earners from $100,000/month earners:
\n\nMost affiliates think linearly: Create content → People click affiliate link → Earn commission. The End.
\n\nBut the real money comes from what I call the \”Reciprocity Ladder.\” It looks like this:
\n\nLevel 1 -“,”baseModel”:”claude-haiku-4-5″,”model”:”claude-haiku-4-5-20251001″,”usage”:{“input_tokens”:380,”output_tokens”:4000},”stop_reason”:”max_tokens”}