What is ChatGPT Advertising?
ChatGPT advertising refers to sponsored placements within OpenAI's ChatGPT platform. On January 16, 2026, OpenAI announced it would begin testing ads in ChatGPT, making it possible for businesses to reach the platform's 800+ million weekly active users.
Unlike traditional search or social ads, ChatGPT ads appear within AI conversations as contextual recommendations. When a user asks ChatGPT a question with commercial intent - like "what CRM should I use for my startup?" - relevant sponsored recommendations can appear at the bottom of the response.
Early data suggests ChatGPT referral traffic converts at 23x the rate of traditional search - users asking questions are actively seeking recommendations, not just browsing.
How ChatGPT Ads Work
ChatGPT advertising operates differently from keyword-based platforms like Google Ads. Here's how it works:
Contextual Intent Targeting
Instead of bidding on keywords, ChatGPT ads target the context and intent of conversations. The AI analyzes what users are asking about and matches relevant sponsored recommendations. This means your ads appear based on the meaning of conversations, not just specific word matches.
Where Ads Appear
Ads appear as "Sponsored Recommendations" at the bottom of ChatGPT responses. They're clearly labeled and users can dismiss them or provide feedback. Ads appear for:
- Free-tier ChatGPT users
- ChatGPT Go subscribers ($8/month tier)
Claim Your Spot tiers (Plus at $20/month and above) remain ad-free.
Privacy & Brand Safety
OpenAI has stated that conversation data is not shared with advertisers. Ads are targeted based on context, not personal data. Additionally, ads won't appear near sensitive topics like health, mental health, or politics.
ChatGPT Ad Formats
OpenAI has announced several ad formats that will be available to advertisers. Understanding each format helps you choose the right approach for your goals.
Sponsored Recommendations
The primary ad unit. These appear at the bottom of ChatGPT responses when the conversation has commercial intent. Sponsored recommendations include:
- Brand name and logo: Your brand identity displayed prominently
- Headline: A short, compelling message (similar to Google Ads headlines)
- Description: 1-2 lines explaining your product or service
- Call-to-action: Button linking to your website or landing page
Product Cards
For e-commerce advertisers, product cards display richer information including product images, pricing, ratings, and direct purchase links. These appear when users ask product-specific questions like "what's the best laptop for video editing under $1500?"
Conversational Placements
A more integrated format where your brand is mentioned naturally within ChatGPT's response when relevant. For example, if a user asks "what project management tools work well for remote teams?" and you advertise a qualifying product, it might be included as one of the recommendations with a sponsored label.
Start with Sponsored Recommendations - they're the most versatile format and work for most advertisers. Add Product Cards if you're in e-commerce with a product feed ready.
ChatGPT Ads Targeting Options
Targeting on ChatGPT is fundamentally different from other platforms. Instead of demographics or keywords, ChatGPT uses contextual and intent-based targeting.
Intent Categories
You can target broad intent categories that match your business:
- Shopping/Product Research: Users asking for product recommendations
- Software/SaaS Research: Users evaluating business tools
- Service Discovery: Users looking for professional services
- Learning/Education: Users researching topics for educational purposes
- Travel Planning: Users planning trips, hotels, activities
- Financial Decisions: Users researching financial products
Topic Targeting
Within intent categories, you can specify topics relevant to your product. For example, a CRM company might target:
- CRM software discussions
- Sales tool recommendations
- Customer relationship management
- Small business software
- Startup tools
Negative Targeting
You can exclude topics where you don't want your ads to appear. This is important for brand safety and efficiency. Common exclusions include competitor names, unrelated industries, or sensitive topics.
Geographic Targeting
Target users by country, region, or language. Initially available for US users, with international expansion planned throughout 2026.
Start broad and narrow down based on performance data. ChatGPT's contextual matching is sophisticated - overly narrow targeting can limit your reach unnecessarily.
ChatGPT Advertising Costs
ChatGPT ads are priced at a premium compared to traditional search advertising - and for good reason. Here's what to expect.
Pricing Models
- CPM (Cost Per Thousand Impressions): Estimated $30-75+ depending on targeting
- CPC (Cost Per Click): Estimated $2-10+ depending on category competitiveness
Why Claim Your Spot Pricing Makes Sense
ChatGPT advertising commands higher rates because:
- Higher intent: Users are actively seeking recommendations, not just browsing
- Better targeting: Conversation context provides richer signals than keywords
- Lower ad load: Less competition for attention means higher engagement
- Conversion rates: Early data shows 23x higher conversion rates vs. traditional search
Minimum Budgets
OpenAI hasn't announced official minimums, but based on similar platforms, expect:
- Testing budget: $1,000-3,000/month recommended to gather meaningful data
- Scaling budget: $5,000-15,000/month for consistent presence
- Enterprise: $25,000+/month for broad coverage
Agency Management Fees
If you work with an agency like Own Answers, expect management fees of $997-$3,497/month depending on ad spend volume. This covers strategy, setup, optimization, and reporting - saving you the learning curve on a brand new platform.
How to Get Started with ChatGPT Ads
Here's how to launch your first ChatGPT advertising campaign:
Option 1: Wait for Self-Service Platform
OpenAI is expected to launch a self-service advertiser dashboard in 2027. If you want to manage campaigns yourself, you'll need to wait for this platform. However, early movers who start now will have significant advantages by then.
Option 2: Work with an Agency (Recommended)
To advertise on ChatGPT now, working with a specialized agency is the fastest path. Agencies with early access to the platform can:
- Set up and manage campaigns on your behalf
- Handle creative development and targeting strategy
- Optimize performance and provide reporting
- Get you live quickly with priority onboarding
Step-by-Step Setup Process
- Define your goals: Are you optimizing for brand awareness, leads, or direct sales?
- Identify target conversations: What questions do your ideal customers ask AI?
- Create ad content: Headlines, descriptions, and landing pages optimized for conversational context
- Set budget and bidding: Start with a testing budget and scale based on results
- Launch and monitor: Track performance and iterate on targeting and creative
ChatGPT Advertising Best Practices
To maximize your ChatGPT ad performance, follow these best practices developed from early testing and experience with similar AI advertising platforms.
1. Write Conversational Ad Copy
ChatGPT ads appear in conversational contexts, so your copy should feel natural and helpful - not salesy. Instead of "Buy Now - 50% Off!" try "Here's how we help teams like yours..."
2. Match Landing Pages to Intent
Users clicking from ChatGPT have high intent and specific context. Create landing pages that continue the conversation rather than generic homepages. Address the specific question or need that triggered your ad.
3. Start Broad, Then Optimize
ChatGPT's contextual targeting is sophisticated. Start with broader targeting to gather data, then narrow down based on which conversation types convert best.
4. Test Multiple Ad Variations
Create 3-5 variations of your ad copy and test which resonates best. Small changes in tone or messaging can significantly impact performance.
5. Monitor Quality Signals
ChatGPT tracks user feedback on ads (thumbs up/down, dismissals). High-quality, relevant ads are rewarded with better placement and lower costs. Prioritize relevance over reach.
6. Think Long-Term
This is a brand new advertising channel. Advertisers who invest now in learning the platform will have compounding advantages as ChatGPT advertising matures and competition increases.
The 2026 ChatGPT ads launch is comparable to Google Ads in 2003 or Facebook Ads in 2008. Early advertisers who learn the platform now will have significant advantages as costs rise and competition increases.
ChatGPT Advertising Cost: What to Expect in 2026
Breakdown of ChatGPT ad costs, CPM estimates, and how pricing compares to Google and Meta ads.
ChatGPT Ads Pricing Models
ChatGPT advertising uses two primary pricing models, similar to other digital advertising platforms but with important differences.
CPM (Cost Per Thousand Impressions)
You pay for every 1,000 times your ad is shown, regardless of whether users click. This model works best for brand awareness campaigns where visibility is the goal.
CPC (Cost Per Click)
You only pay when someone clicks your ad. This model is better for direct response campaigns focused on website traffic, leads, or sales.
For most advertisers, CPC is the safer starting point. You only pay for actual engagement. Once you understand your conversion rates, you can evaluate whether CPM offers better economics.
Expected CPM and CPC Rates
Based on comparable platforms (Perplexity, Microsoft Copilot) and OpenAI's positioning, here are estimated ChatGPT advertising costs:
CPM Estimates
- Low-competition categories: $30-40 CPM
- Medium-competition categories: $40-60 CPM
- High-competition categories: $60-75+ CPM
- Claim Your Spot placements: $75-100+ CPM
CPC Estimates
- Low-competition categories: $2-4 per click
- Medium-competition categories: $4-7 per click
- High-competition categories: $7-10+ per click
- High-value B2B: $10-15+ per click
Category-Specific Estimates
- E-commerce/Retail: $3-6 CPC, $35-50 CPM
- SaaS/Software: $6-12 CPC, $50-75 CPM
- Financial Services: $8-15 CPC, $60-90 CPM
- Travel: $4-8 CPC, $40-60 CPM
- Education: $3-6 CPC, $30-50 CPM
- Professional Services: $5-10 CPC, $45-70 CPM
These are estimates based on comparable platforms. Actual pricing will be clearer once ChatGPT ads fully launch. Early adopters typically see lower costs before competition increases.
Cost Comparison: ChatGPT vs Other Platforms
How does ChatGPT advertising compare to other channels you might be considering?
ChatGPT vs Google Ads
- Google Search CPC: $1-50+ (highly variable by keyword)
- ChatGPT CPC: $2-15 (estimated)
- Key difference: ChatGPT has higher intent but smaller scale (for now)
ChatGPT vs Meta (Facebook/Instagram)
- Meta CPM: $8-15 average
- ChatGPT CPM: $30-75 (estimated)
- Key difference: ChatGPT users have active purchase intent; Meta is interruptive
ChatGPT vs Perplexity
- Perplexity CPM: $50+ (premium pricing)
- ChatGPT CPM: $30-75 (estimated)
- Key difference: ChatGPT has 40x more users (800M vs 20M)
ChatGPT vs Microsoft Copilot
- Copilot: Runs through Microsoft Advertising, standard search rates
- ChatGPT: Native conversational ads, premium pricing
- Key difference: Different user bases - Copilot skews enterprise, ChatGPT broader
Don't just compare CPCs. ChatGPT's reported 23x higher conversion rates mean your effective cost-per-acquisition could be lower despite higher click costs.
What Affects Your ChatGPT Ad Costs
Several factors influence how much you'll pay for ChatGPT advertising:
1. Category Competition
Highly competitive categories like software, finance, and insurance will have higher CPCs as more advertisers bid for the same conversations.
2. Targeting Specificity
Broader targeting generally means lower costs but potentially lower relevance. Narrow targeting costs more but can deliver better conversion rates.
3. Ad Quality
Like Google's Quality Score, ChatGPT rewards relevant, high-quality ads with better placement and lower costs. Ads that users engage with positively get preferential treatment.
4. Timing
Early adopters typically see lower costs. As more advertisers join the platform, competition and prices increase. The 2026 launch window offers the best rates.
5. Seasonality
Expect higher costs during peak shopping periods (Q4, Black Friday) as e-commerce advertisers increase spending.
Budget Recommendations by Business Size
How much should you spend on ChatGPT advertising? Here are our recommendations:
Small Business / Testing ($1,000-3,000/month)
- Enough to gather meaningful data
- Test 2-3 targeting approaches
- Validate product-market fit for the channel
- Expect 100-500 clicks per month
Growing Business ($3,000-10,000/month)
- Consistent presence in target conversations
- Enough data for meaningful optimization
- Test multiple ad variations
- Expect 500-2,000 clicks per month
Established Business ($10,000-25,000/month)
- Broad coverage of relevant conversations
- Multiple campaigns for different objectives
- Competitive presence in your category
- Expect 2,000-5,000+ clicks per month
Enterprise ($25,000+/month)
- Dominant presence in category
- Full-funnel strategy (awareness + conversion)
- Dedicated optimization resources
- Early access to new features and placements
Agency Management Costs
If you work with an agency to manage your ChatGPT advertising, expect additional management fees:
Typical Agency Pricing Models
- Flat fee: $997-$3,497/month depending on ad spend volume
- Percentage of spend: 15-25% of ad spend (less common for ChatGPT)
- Performance-based: Base fee plus bonus tied to results
What's Included in Management Fees
- Campaign strategy and planning
- Account setup and configuration
- Ad creative development
- Targeting optimization
- Ongoing bid management
- Performance reporting
- Strategic recommendations
Our flat-fee pricing starts at $997/month for up to $5,000 in ad spend managed. No percentage of spend, no hidden costs. Includes ChatGPT plus other AI platforms like Copilot and Google AI Overviews.
ROI Calculations: Is ChatGPT Advertising Worth It?
Let's run the numbers to see when ChatGPT advertising makes financial sense:
Sample E-Commerce Calculation
- Average order value: $150
- Profit margin: 40% ($60 profit per order)
- ChatGPT CPC: $5
- Conversion rate: 5% (conservative for high-intent traffic)
- Cost per acquisition: $100 (20 clicks to get 1 sale)
- Result: -$40 on first order, but profitable with repeat purchases
Sample SaaS Calculation
- Average contract value: $2,000/year
- Customer lifetime: 3 years ($6,000 LTV)
- ChatGPT CPC: $10
- Conversion rate: 2% (B2B typically lower)
- Cost per acquisition: $500 (50 clicks to get 1 customer)
- Result: 12:1 LTV:CAC ratio - highly profitable
When ChatGPT Ads Make Sense
- High LTV products/services: Can afford premium acquisition costs
- Strong conversion funnels: Can capitalize on high-intent traffic
- Products people research: Users ask AI for recommendations
- Early adopter advantage: Want to establish presence before competition
When to Wait
- Very low margin products with no repeat purchases
- Impulse purchase products (less research involved)
- Very limited budget (under $1,000/month)
ChatGPT Ads vs Google Ads: Which Converts Better?
Side-by-side comparison of conversion rates, targeting, costs, and when to use each platform.
The Core Difference
Google Ads targets keyword searches. ChatGPT Ads targets conversational intent. This fundamental difference changes everything about how users discover your brand.
When someone searches "best CRM software" on Google, they see 10 blue links and ads. When they ask ChatGPT "what CRM should I use for my 10-person startup?", they're having a conversation and asking for a recommendation. The intent is higher, and the context is richer.
Think of it this way: Google users are searching. ChatGPT users are asking for advice. One is research mode, the other is decision mode.
Side-by-Side Comparison
Here's how ChatGPT Ads and Google Ads compare across key factors:
User Intent
- Google Ads: Users searching for information, comparing options
- ChatGPT Ads: Users asking for specific recommendations, ready to act
- Winner: ChatGPT for bottom-funnel intent
Targeting Method
- Google Ads: Keyword bidding - you target specific search terms
- ChatGPT Ads: Contextual targeting - you target conversation topics and intent
- Winner: Google for precision, ChatGPT for understanding nuance
Ad Format
- Google Ads: Text ads, shopping ads, display ads, video ads
- ChatGPT Ads: Sponsored recommendations within conversations
- Winner: Google for variety, ChatGPT for integration
Scale
- Google Ads: 8.5 billion searches per day
- ChatGPT Ads: 800 million weekly active users (growing fast)
- Winner: Google for volume (for now)
Competition
- Google Ads: Highly saturated, 20+ years of advertisers
- ChatGPT Ads: Brand new, minimal competition in 2026
- Winner: ChatGPT for opportunity
Conversion Rate Comparison
This is where ChatGPT advertising really shines. Early data shows dramatic differences in how users convert:
Click-Through Rates
- Google Search Ads: 2-5% average CTR
- ChatGPT Ads: Higher engagement due to conversational context (exact rates TBD)
Website Conversion Rates
- Google Ads traffic: 2-4% average conversion rate
- ChatGPT referral traffic: Reports suggest 23x higher conversion rates
Why ChatGPT Converts Better
The conversion advantage comes from several factors:
- Higher intent: Users are asking for recommendations, not just browsing
- Better context: ChatGPT understands what users actually need
- Trust factor: Recommendations within a helpful conversation feel more credible
- Less comparison shopping: Users often act on ChatGPT recommendations directly
If ChatGPT traffic converts at even 5x the rate of Google traffic, you can afford 5x higher CPCs and still achieve the same cost-per-acquisition. This is why premium pricing makes economic sense.
Cost Comparison
Let's compare the costs of advertising on each platform:
Cost Per Click
- Google Ads: $1-50+ depending on keyword (average ~$2.69)
- ChatGPT Ads: $2-15 estimated (early stage pricing)
Cost Per Thousand Impressions (CPM)
- Google Display: $2-5 average
- Google Search: N/A (CPC-based)
- ChatGPT Ads: $30-75 estimated
Cost Per Acquisition (CPA)
This is the metric that actually matters. Despite higher CPCs, ChatGPT's higher conversion rates can deliver competitive or better CPA:
- Google Ads average CPA: $48-75 (varies wildly by industry)
- ChatGPT Ads estimated CPA: Potentially lower due to conversion rates
Sample Comparison
Let's compare acquiring a customer on each platform:
- Google: $3 CPC × 50 clicks (2% conversion) = $150 CPA
- ChatGPT: $8 CPC × 10 clicks (10% conversion) = $80 CPA
Even with 2.5x higher CPCs, the CPA is nearly half due to better conversion rates.
Targeting Differences
How you reach your audience differs significantly between platforms:
Google Ads Targeting
- Keywords: Bid on specific search terms
- Demographics: Age, gender, income, parental status
- Audiences: In-market, affinity, custom intent
- Remarketing: Target past website visitors
- Location: Geographic targeting down to zip code
ChatGPT Ads Targeting
- Intent categories: Shopping, research, planning, etc.
- Topic targeting: Conversation subjects and themes
- Contextual matching: AI understands what users actually need
- Negative targeting: Exclude irrelevant topics
- Geographic: Country/region (expanding over time)
Key Difference
Google targeting is explicit - you tell it exactly what keywords to target. ChatGPT targeting is semantic - it understands the meaning and intent behind conversations. This means ChatGPT can match your ads to relevant conversations you might never have thought to target with keywords.
When to Use Each Platform
Both platforms have their place in a modern advertising strategy. Here's when each excels:
Use Google Ads When:
- You need massive scale and reach
- You're targeting very specific keywords
- You want granular audience segmentation
- You need robust remarketing capabilities
- You have a product with immediate purchase intent (e.g., "buy iPhone case")
- You need video or display advertising
Use ChatGPT Ads When:
- You want to reach users asking for recommendations
- Your product requires research before purchase
- You want lower competition and early-mover advantage
- You're in a category where people ask AI for advice
- Your conversion funnel can capitalize on high-intent traffic
- You want to test a new channel with strong potential
Industries That Favor ChatGPT
- SaaS/Software: "What tool should I use for X?"
- E-commerce: "What's the best product for Y?"
- Professional services: "How do I find a good Z?"
- Education: "What course should I take?"
- Travel: "Where should I stay in X?"
Using ChatGPT and Google Ads Together
The best strategy isn't "ChatGPT vs Google" - it's "ChatGPT + Google." Here's how to use both platforms together:
Full-Funnel Strategy
- Awareness: Google Display, YouTube for broad reach
- Consideration: Google Search for research queries
- Decision: ChatGPT Ads for recommendation-seeking users
- Retention: Google Remarketing to past customers
Budget Allocation
For businesses new to ChatGPT advertising, we recommend:
- Testing phase: 80% Google / 20% ChatGPT
- Growth phase: 60% Google / 40% ChatGPT
- Optimized phase: Allocate based on CPA performance
Cross-Platform Insights
Use learnings from one platform to improve the other:
- High-performing Google keywords ←’ ChatGPT topic targeting
- ChatGPT conversation insights ←’ Google keyword expansion
- Landing page tests ←’ Apply winners across both platforms
Don't think "ChatGPT vs Google." Think "ChatGPT + Google." The platforms capture different stages of the buyer journey, and using both creates a more complete funnel. Start with ChatGPT now while costs are low and competition is minimal.
ChatGPT Ads for E-Commerce: Strategy Guide
How DTC brands and online stores can leverage ChatGPT's product recommendation ads.
Why E-Commerce Wins on ChatGPT
Product discovery is moving to AI. When users ask ChatGPT "what's the best wireless earbuds under $200?" or "recommend a gift for my dad who likes golf," they're actively seeking recommendations - not just browsing. This is the perfect opportunity for e-commerce brands.
ChatGPT's contextual understanding means your products can appear when they're genuinely relevant to what users are looking for. Unlike display ads that interrupt, ChatGPT ads assist the shopping journey.
The Product Discovery Shift
Consumer behavior is changing. Instead of browsing Amazon or Google Shopping, younger consumers increasingly ask AI assistants for personalized recommendations. This creates a new advertising channel with fundamentally different economics:
- Higher intent: Users asking "what should I buy?" are ready to purchase
- Better context: AI understands preferences, budget, use case
- Less comparison shopping: Users often trust and act on AI recommendations
- Claim Your Spot positioning: Your product is recommended, not just displayed
E-commerce brands with products people research before buying see the strongest results. Think: consumer electronics, fashion, home goods, gifts, beauty products, and specialty items.
Best E-Commerce Categories for ChatGPT Ads
Not all e-commerce products perform equally on ChatGPT. Here are the categories that work best:
Tier 1: Excellent Fit
- Consumer Electronics: Headphones, cameras, laptops, smart home devices - people ask for recommendations constantly
- Gifts: "Gift for mom who likes gardening" - perfect for ChatGPT's contextual understanding
- Specialty Products: Niche items where expert recommendations add value
- Claim Your Spot/Luxury Goods: Higher price points justify research before purchase
Tier 2: Strong Fit
- Fashion/Apparel: Especially niche or specialized (athletic, sustainable, plus-size)
- Beauty/Skincare: Users ask for routines and product recommendations
- Home Goods: Furniture, decor, kitchen equipment
- Outdoor/Sports Equipment: High-consideration purchases
- Pet Products: Pet owners ask AI for advice constantly
Tier 3: Moderate Fit
- Consumables: Food, beverages, supplements (lower intent but high volume)
- Books/Media: Recommendation-driven but low margins
- Basic Apparel: Commoditized, less research involved
Less Suitable
- Impulse purchases: Items bought without research
- Very low-price items: Economics don't support ad costs
- Commoditized products: No differentiation to recommend
ChatGPT Ad Formats for E-Commerce
E-commerce advertisers have access to specialized ad formats designed for product promotion:
Product Cards
Rich product displays showing:
- Product image
- Product name and brand
- Price (and sale price if applicable)
- Star rating and review count
- Key features or benefits
- Direct link to purchase
Product cards appear when users ask specific product questions like "best running shoes for flat feet under $150."
Sponsored Recommendations
Text-based recommendations within ChatGPT responses. Good for:
- Brand awareness in product categories
- Promoting your store vs. specific products
- Categories where images aren't essential
Product Feed Requirements
To run product cards, you'll need a product feed with:
- Product ID and title
- Description and category
- Price and availability
- Image URL
- Product page URL
- Brand name
If you already use Google Shopping or Meta Catalog ads, your existing feed can likely be adapted.
E-Commerce Targeting Strategies
Effective targeting on ChatGPT requires thinking about how customers describe their needs in conversation:
Intent-Based Targeting
- Product research: Users comparing options
- Gift shopping: Users asking for gift ideas
- Problem solving: Users looking for products to solve specific problems
- Upgrade/replacement: Users looking to replace existing products
Category Targeting
Target conversations in your product category:
- "Headphones" + "wireless" + "noise cancelling"
- "Running shoes" + "marathon" + "support"
- "Skincare" + "anti-aging" + "sensitive skin"
Use Case Targeting
Target the context of how products are used:
- "Working from home" ←’ Office equipment, furniture
- "Starting a podcast" ←’ Microphones, audio equipment
- "Training for marathon" ←’ Running gear, nutrition
- "Redecorating bedroom" ←’ Home decor, furniture
Price Bracket Targeting
Match your products to user budget mentions:
- "Budget" / "affordable" / "under $50"
- "Mid-range" / "good value"
- "Claim Your Spot" / "best quality" / "investment"
Creative Best Practices for E-Commerce
Your ad creative needs to fit naturally into conversational contexts:
Headlines That Work
- Specific: "Noise-cancelling headphones rated #1 for travel"
- Benefit-focused: "Wake up rested with our 14,000+ 5-star mattress"
- Social proof: "The running shoe 50,000 marathoners trust"
Headlines to Avoid
- Salesy: "BUY NOW - 50% OFF!!!"
- Generic: "Shop our products today"
- Vague: "Quality you can trust"
Product Images
- Clean, high-quality product photography
- Show product in use when possible
- Avoid cluttered or overly styled images
- Multiple angles if format allows
Landing Page Optimization
Users clicking from ChatGPT have specific intent. Your landing page should:
- Match the conversation context (don't send to generic homepage)
- Reinforce why your product is the right recommendation
- Make purchasing frictionless
- Include social proof (reviews, ratings)
- Show clear pricing and availability
Budget and ROI for E-Commerce
Here's how to think about ChatGPT advertising economics for your online store:
Unit Economics Example
- Average order value: $120
- Gross margin: 50% ($60 profit)
- ChatGPT CPC: $4
- Conversion rate: 6% (high-intent traffic)
- Cost per acquisition: ~$67 (17 clicks per sale)
- First-order ROI: -$7 (but profitable with LTV)
Lifetime Value Consideration
If your customers return for repeat purchases, the economics improve dramatically:
- Customer lifetime value: $400 (3+ orders)
- Cost to acquire: $67
- LTV:CAC ratio: 6:1 (excellent)
Recommended Starting Budgets
- Testing: $1,500-3,000/month
- Growth: $5,000-10,000/month
- Scale: $15,000+/month
For e-commerce, target 3-4x ROAS (return on ad spend) on first purchase, or 1.5-2x if you have strong customer retention. ChatGPT's higher conversion rates should help achieve these targets despite premium CPCs.
Getting Started with ChatGPT Ads for E-Commerce
Ready to launch? Here's your action plan:
Step 1: Prepare Your Product Feed
If you have a Google Shopping or Meta catalog feed, you're already ahead. If not, create one with your top products.
Step 2: Identify Your Best Products
Start with products that:
- Have strong reviews and ratings
- Offer healthy margins (can afford ad costs)
- People typically research before buying
- Have clear differentiation from competitors
Step 3: Create Conversation-Friendly Creative
Write ad copy that sounds like a helpful recommendation, not a sales pitch.
Step 4: Set Up Tracking
Ensure you can track conversions from ChatGPT traffic back to purchases.
Step 5: Launch and Optimize
Start with broad targeting, gather data, then optimize based on which conversation types convert best.
ChatGPT Ads for SaaS: B2B Advertising Guide
Reach decision-makers researching software solutions inside ChatGPT conversations.
Why SaaS Thrives on ChatGPT
B2B buyers increasingly use AI assistants to research software. When a VP of Sales asks ChatGPT "what CRM integrates best with Slack for a 50-person sales team?" or a startup founder asks "what's the best tool for managing remote developers?" - they're deep in evaluation mode.
This is higher-intent than a Google search because they're not just gathering information - they're asking for recommendations. ChatGPT's conversational context provides richer targeting than keywords alone.
The B2B Software Research Shift
Software evaluation is changing. Traditional paths like G2, Capterra, and analyst reports are being supplemented by AI assistants that can synthesize information and provide personalized recommendations instantly. This shift creates opportunity for SaaS companies who advertise early:
- Reach decision-makers: When they're actively evaluating solutions
- Contextual relevance: Your product appears for specific use cases
- Qualified traffic: Users are asking about problems your software solves
- Earlier funnel influence: Shape preferences before formal RFP process
Most SaaS companies target 3:1 LTV:CAC. If your LTV is $3,000, you can spend $1,000 on acquisition. ChatGPT's higher conversion rates should allow you to achieve this ratio more easily than saturated channels like Google Ads.
Best SaaS Categories for ChatGPT Ads
Some SaaS categories are naturally better fits for ChatGPT advertising based on how buyers research:
Tier 1: Excellent Fit
- CRM/Sales Tools: Highly researched, many options to compare
- Project Management: Teams constantly ask "what tool should we use?"
- Marketing Software: CMOs and marketers research extensively
- HR/People Tools: Growing category with many options
- Developer Tools: Tech teams ask AI for tool recommendations
Tier 2: Strong Fit
- Accounting/Finance: Business owners researching solutions
- Communication/Collaboration: Remote work driving research
- Analytics/BI: Technical buyers doing deep evaluation
- Customer Support: Growing category, lots of options
- E-commerce Platforms: Store owners asking for recommendations
Tier 3: Moderate Fit
- Enterprise Software: Longer sales cycles, committee decisions
- Highly Specialized Tools: Smaller audience but high intent
- Infrastructure/DevOps: Technical audience, lower ad receptivity
Key Success Factors
Regardless of category, SaaS products that succeed on ChatGPT typically have:
- Self-serve signup or free trial (reduce friction)
- Clear differentiation from competitors
- Strong value proposition that's easy to articulate
- Price point that allows immediate decision-making
B2B Targeting Strategies for ChatGPT
B2B targeting on ChatGPT requires thinking about the questions your buyers ask:
Job Function Targeting
Target conversations relevant to specific roles:
- Sales leaders: CRM, sales enablement, forecasting
- Marketing leaders: Marketing automation, analytics, content tools
- Engineering leaders: Developer tools, infrastructure, monitoring
- Finance leaders: Accounting, spend management, forecasting
- HR leaders: HRIS, recruiting, performance management
- Founders/CEOs: All-in-one tools, startup stack recommendations
Company Stage Targeting
- Startup/Early Stage: "Tools for a 10-person startup"
- Growth Stage: "Software that scales from 50-200 employees"
- Enterprise: "Enterprise-grade solution for 1000+ users"
Use Case Targeting
Target the specific problems your software solves:
- "How do I manage a remote team?"
- "What's the best way to track sales pipeline?"
- "How do I automate customer onboarding?"
- "What tools help with employee engagement?"
Integration Targeting
Users often ask about tools that work with their existing stack:
- "CRM that integrates with Slack"
- "Project management for Jira users"
- "Analytics that connects to Salesforce"
Creating Effective SaaS Ad Creative
B2B buyers have different expectations than consumers. Your creative should:
Headlines That Work
- Outcome-focused: "Close 30% more deals with AI-powered CRM"
- Comparison-positioned: "The Notion alternative built for engineering teams"
- Social proof: "Trusted by 10,000+ SaaS companies"
- Specific: "Project management for remote teams under 50 people"
Headlines to Avoid
- Vague: "The best software for your business"
- Overly salesy: "Sign up NOW for 50% off!!!"
- Feature-focused: "Real-time sync, unlimited users, API access"
Description Copy
Your description should:
- Explain what the product does in one sentence
- Highlight 1-2 key differentiators
- Include social proof (customers, funding, awards)
- Have a clear call-to-action (free trial, demo, pricing)
Landing Page Strategy
Don't send B2B traffic to your homepage. Create landing pages that:
- Match the specific use case or persona
- Lead with benefits, not features
- Include relevant customer logos and testimonials
- Have a low-friction CTA (free trial, not "talk to sales")
- Show pricing if possible (transparency builds trust)
B2B Conversion Funnels for ChatGPT Traffic
ChatGPT users have high intent but may not be ready to buy immediately. Design funnels accordingly:
Product-Led Growth Funnel
Best for self-serve SaaS with free trials:
- ChatGPT ad ←’ Product landing page
- Free trial or freemium signup
- In-product onboarding
- Upgrade to paid (automated or sales-assisted)
Sales-Assisted Funnel
Better for higher-ACV products:
- ChatGPT ad ←’ Use case landing page
- Demo request or free consultation
- Sales qualification call
- Proposal and close
Content-First Funnel
For complex products needing education:
- ChatGPT ad ←’ Educational content (guide, report)
- Email capture for content download
- Nurture sequence with product education
- Trial or demo signup
For ChatGPT's high-intent traffic, product-led growth funnels typically perform best. Users asking AI for recommendations want to try solutions quickly, not wait for a sales call.
Budget and LTV:CAC Calculations
SaaS economics make ChatGPT advertising highly viable - here's how to think about it:
Sample Unit Economics
- Annual contract value (ACV): $2,400/year
- Average customer lifespan: 3 years
- Lifetime value (LTV): $7,200
- Target LTV:CAC: 3:1
- Max CAC: $2,400
ChatGPT Acquisition Math
- ChatGPT CPC: $8
- Click-to-trial rate: 10%
- Trial-to-paid rate: 20%
- Cost per trial: $80
- Cost per customer: $400
- Actual LTV:CAC: 18:1 (excellent)
Budget Recommendations by ACV
- Low ACV ($100-500/year): Start with $2,000-3,000/month, focus on volume
- Mid ACV ($500-2,000/year): Start with $3,000-5,000/month, optimize for trials
- High ACV ($2,000-10,000/year): Start with $5,000-10,000/month, focus on qualified leads
- Enterprise ($10,000+/year): $10,000+/month, sales-assisted funnel
Metrics to Track
- Cost per click (CPC): Aim for $5-15 depending on category
- Click-to-trial rate: Target 5-15%
- Trial-to-paid rate: Track against your baseline
- Cost per trial: Should be well under your max CAC
- Customer quality: Monitor retention of ChatGPT-acquired customers
Getting Started with ChatGPT Ads for SaaS
Here's your action plan for launching ChatGPT advertising:
Step 1: Define Your ICP
Be specific about who you're targeting:
- Job titles and functions
- Company size and stage
- Key pain points your product solves
- Questions they ask when evaluating software
Step 2: Map the Buyer Journey
Identify conversations that indicate buying intent:
- Problem awareness: "How do I solve X?"
- Solution research: "What tools help with X?"
- Comparison: "X vs Y for my use case"
- Decision: "Best X for companies like mine"
Step 3: Create Targeted Landing Pages
Build pages for your top 2-3 use cases or personas.
Step 4: Set Up Conversion Tracking
Track from click through trial signup and paid conversion.
Step 5: Launch and Iterate
Start with broad targeting, gather data, and optimize toward your best-performing segments.
SaaS companies advertising on ChatGPT now are establishing presence before competition drives up costs. The window for low CPCs and minimal competition won't last - act now to build your position.
Microsoft Copilot Ads: Complete Advertising Guide 2026
How to advertise on Microsoft's AI assistant - from ad formats and targeting to costs and campaign optimization strategies.
What is Microsoft Copilot Advertising?
Microsoft Copilot advertising allows businesses to place sponsored content within Microsoft's AI assistant, which is integrated across Windows, Edge, Bing, and Microsoft 365 products. With over 500 million monthly active users, Copilot represents one of the largest AI advertising opportunities available today.
Unlike ChatGPT (which is still in testing), Microsoft Copilot ads are live and available through the Microsoft Advertising platform. This makes it one of the first AI assistants where you can run paid advertising campaigns at scale.
Microsoft Copilot advertising is fully operational. You can start running campaigns today through Microsoft Advertising (formerly Bing Ads).
How Copilot Ads Work
Copilot ads leverage Microsoft's existing advertising infrastructure combined with AI-powered contextual targeting. When users interact with Copilot for tasks like research, shopping, or problem-solving, relevant sponsored suggestions can appear within the AI's responses.
The User Experience
When a user asks Copilot a question with commercial intent—such as "what's the best project management software for small teams?"—your ad can appear as a sponsored recommendation within the response. These ads are clearly labeled as "Sponsored" but feel native to the conversational experience.
Integration Points
Copilot ads can appear across multiple Microsoft surfaces including Bing Chat (now Copilot in Bing), the Windows Copilot sidebar, Edge browser Copilot, Microsoft 365 Copilot, and the standalone Copilot app. This cross-platform presence provides significant reach.
Copilot Ad Formats
Microsoft currently offers several ad formats optimized for AI conversations:
- Sponsored Recommendations: Product or service suggestions that appear within Copilot's responses to relevant queries
- Chat Ads: Traditional text ads adapted for conversational interfaces, appearing alongside AI-generated content
- Product Ads: Visual shopping ads with images, prices, and ratings that appear for product-related queries
- Multimedia Ads: Rich media ads that can include images and interactive elements
All formats maintain the conversational feel of the Copilot experience while clearly identifying sponsored content.
Targeting Options
Copilot advertising offers both traditional Microsoft Advertising targeting and AI-enhanced contextual targeting:
Contextual Intent Targeting
The AI analyzes the full context of user conversations—not just keywords—to determine when your ad is most relevant. This means your ad for accounting software might appear when someone asks "how do I manage small business finances?" even without mentioning accounting directly.
Traditional Targeting
You can also use familiar Microsoft Advertising targeting options including demographics (age, gender), location targeting, device targeting, audience lists and remarketing, LinkedIn profile targeting (job title, company, industry), and in-market audiences.
Microsoft Copilot Advertising Costs
Copilot ads operate on a cost-per-click (CPC) model through the Microsoft Advertising auction system. Current pricing typically runs $2-8 CPC depending on competition and targeting.
Copilot ads generally cost 20-40% less than equivalent Google Ads placements, while early data suggests comparable or better conversion rates due to higher user intent in AI conversations.
Budget Recommendations
For testing, we recommend starting with $1,000-2,500/month in ad spend. This provides enough data to optimize targeting and measure conversion performance. Scale based on ROAS once you've identified winning audience segments.
Microsoft Advertising Integration
One major advantage of Copilot advertising is seamless integration with the broader Microsoft Advertising ecosystem. If you already run Bing Ads, adding Copilot placements requires minimal additional setup.
Your existing campaigns can be extended to Copilot surfaces, and all reporting flows through the same Microsoft Advertising dashboard. This unified approach simplifies management and provides consistent cross-platform analytics.
Best Practices for Copilot Ads
- Write conversational ad copy: Copilot ads appear in chat contexts—formal ad copy feels out of place
- Focus on helpful solutions: Users are asking questions, so position your product as the answer
- Leverage LinkedIn targeting: Microsoft's unique LinkedIn data enables precise B2B targeting unavailable elsewhere
- Test across surfaces: Performance can vary between Bing Copilot, Windows Copilot, and Edge Copilot
- Monitor conversation contexts: Use search term reports to understand what questions trigger your ads
Google AI Overviews Ads: How to Advertise in AI Search
Complete guide to advertising within Google's AI-generated search results - formats, placement, costs, and optimization strategies.
What are Google AI Overviews?
Google AI Overviews (formerly SGE - Search Generative Experience) are AI-generated summaries that appear at the top of Google Search results for many queries. Instead of just showing links, Google now provides synthesized answers powered by their Gemini AI model.
With over 8.5 billion daily Google searches, AI Overviews represent the largest AI-powered surface for advertising. Google has begun rolling out ads within these AI summaries, creating a new premium placement opportunity for advertisers.
Google AI Overview ads are available through Google Ads. They appear for eligible campaigns when AI Overviews are shown to users.
How AI Overview Ads Work
When a user searches for something that triggers an AI Overview, Google generates a comprehensive answer at the top of the results page. Ads can now appear within or alongside these AI-generated summaries.
Ad Placement
AI Overview ads typically appear in designated "Sponsored" sections within the overview box, or as recommended products/services when the AI determines they're relevant to the query. The placement feels integrated with the AI content rather than separate from it.
Query Intent Matching
Google's AI analyzes the full intent behind a search query—not just keywords—to determine which ads are most relevant. This means your ads can appear for queries that signal purchase intent even without exact keyword matches.
Ad Formats and Placements
Google offers several ad formats optimized for AI Overview contexts:
- Sponsored Answers: Your brand can be cited as a recommended solution within the AI-generated response
- Product Listings: Shopping ads that appear when the AI Overview relates to product research or comparisons
- Text Ads: Traditional search ads adapted to appear within AI Overview sections
- Local Ads: Location-based recommendations for queries with local intent
Google automatically selects the most appropriate format based on query type and available ad inventory.
Targeting Capabilities
AI Overview ads leverage Google's full targeting capabilities plus enhanced AI-driven contextual matching:
Standard Google Ads Targeting
All familiar targeting options remain available including keywords (broad, phrase, exact match), demographics and interests, custom audiences, remarketing lists, similar audiences, and geographic targeting.
AI-Enhanced Targeting
The AI layer adds semantic understanding of user intent, allowing your ads to appear for conceptually related queries. For example, an ad for "team collaboration software" might appear when someone asks "how do I get my remote team to communicate better?"
Costs and Bidding
AI Overview placements use Google's standard auction system, but competition and pricing differ from traditional search placements.
Early data shows AI Overview placements command a 15-30% premium over standard search ads, but click-through and conversion rates are often significantly higher due to prominent placement and user engagement with AI content.
Bidding Strategies
Most advertisers see best results with automated bidding strategies (Target CPA, Target ROAS, Maximize Conversions) that let Google optimize for AI Overview placements when appropriate. Manual bidding can work but requires more active management.
Google Ads Integration
The major advantage of AI Overview advertising is seamless integration with existing Google Ads campaigns. If you're already running Search campaigns, AI Overview eligibility is automatic for most ad types.
Performance data for AI Overview placements appears in your standard Google Ads reporting, with segmentation available to analyze AI Overview performance separately from traditional placements.
Optimization Strategies
- Optimize for informational queries: AI Overviews appear most often for research-oriented searches
- Use broad match strategically: Let Google's AI find relevant query variations you might miss
- Write helpful, informative ad copy: Ads in AI contexts should match the helpful tone of the AI content
- Monitor placement reports: Track which queries trigger AI Overview placements for your ads
- Test Demand Gen campaigns: These campaigns are optimized for discovery-style placements including AI surfaces
Perplexity Ads: Advertising on the AI Search Engine
How to advertise on Perplexity AI - from sponsored questions and brand sponsorships to costs and campaign strategies.
What is Perplexity?
Perplexity is an AI-powered search engine that provides direct answers to questions with cited sources. Unlike traditional search engines that return lists of links, Perplexity synthesizes information from across the web into comprehensive, conversational responses.
With over 100 million monthly queries and a user base known for high-intent research, Perplexity represents a premium advertising opportunity. The platform launched its advertising program in late 2024 and continues expanding access to advertisers.
Perplexity advertising is currently in beta with limited advertiser availability. Contact us to check eligibility and join the waitlist.
Perplexity Ad Formats
Perplexity offers unique ad formats designed specifically for AI-native search:
Sponsored Questions
When users explore a topic, Perplexity suggests related follow-up questions. Brands can sponsor these suggested questions to guide users toward queries relevant to their products or services. When a user clicks a sponsored question, they see an AI-generated response that naturally incorporates brand information.
Brand Sponsorships
For certain query categories, brands can sponsor entire topic areas. When users search within a sponsored category, the brand is featured prominently in relevant responses with clear "Sponsored" labeling.
Sponsored Sources
Brands can pay to have their content prioritized as a cited source in Perplexity's AI responses. This format is particularly effective for thought leadership and content marketing strategies.
How Perplexity Ads Work
Perplexity ads integrate directly into the AI answer experience rather than appearing as separate ad units. This native approach means ads feel like natural parts of the research process.
The User Journey
A user researching "best CRM for startups" might see a sponsored follow-up question like "What CRM features matter most for early-stage companies?" Clicking this leads to an AI response that addresses the question while highlighting relevant advertiser solutions.
Quality Standards
Perplexity maintains strict quality standards for ads. Sponsored content must be genuinely relevant to user queries, and the AI won't make false claims about advertiser products. This protects both user experience and brand reputation.
Targeting Options
Perplexity's targeting is primarily contextual and intent-based:
- Topic targeting: Select categories where your ads should appear (technology, finance, health, etc.)
- Intent signals: Target users showing purchase, research, or comparison intent
- Query themes: Specify concepts and themes relevant to your offering
- Geographic targeting: Limit ads to specific countries or regions
- Device targeting: Separate campaigns for desktop vs. mobile users
Unlike Google or Meta, Perplexity does not offer demographic or behavioral targeting based on user profiles. Targeting is purely contextual based on query content.
Perplexity Advertising Costs
Perplexity positions itself as a premium advertising platform with pricing to match. The platform uses CPM (cost per thousand impressions) pricing for most ad formats.
Current CPMs range from $30-50+ depending on targeting and ad format. Minimum campaign budgets typically start at $25,000/month. Perplexity's premium pricing reflects its high-intent user base.
Why Premium Pricing?
Perplexity users are actively researching and seeking recommendations. Early advertisers report significantly higher engagement and conversion rates compared to traditional display advertising, justifying the premium CPMs for many B2B and high-consideration B2C products.
Getting Started with Perplexity Ads
Perplexity's advertising program is currently limited to approved partners. Here's the typical process:
- Application: Submit interest through Perplexity's advertising portal or through an approved agency partner
- Qualification: Perplexity reviews brand fit, budget, and advertising goals
- Onboarding: Work with Perplexity's team to develop campaign strategy and creative
- Launch: Campaigns typically launch within 2-4 weeks of approval
- Optimization: Perplexity provides detailed analytics and optimization recommendations
Working with an agency that has existing Perplexity relationships can expedite the approval process and provide access to best practices.
Best Practices for Perplexity Ads
- Focus on education: Perplexity users are researching—help them learn, don't hard sell
- Provide genuine value: Sponsored questions should address real user needs
- Optimize for relevance: Highly relevant ads perform dramatically better than broad targeting
- Create supporting content: Ensure your website has helpful content the AI can cite
- Track full funnel: Perplexity often influences research early in the buying journey
- Test sponsored questions: A/B test different question angles to find what resonates
Privacy Policy
Your privacy is important to us. This policy explains how Own Answers ("we," "us," or "our") collects, uses, and protects your information.
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Terms of Service
These Terms of Service ("Terms") govern your use of Own Answers services. By using our services, you agree to these Terms.
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By accessing or using Own Answers ("Service"), you agree to be bound by these Terms of Service and our Privacy Policy. If you disagree with any part of these terms, you may not access the Service.
These Terms apply to all visitors, users, and others who access or use the Service. You must be at least 18 years old and have the legal authority to enter into these Terms on behalf of yourself or the entity you represent.
2. Description of Services
Own Answers provides advertising management services for AI platforms including but not limited to ChatGPT, Microsoft Copilot, Google AI Overviews, and Perplexity. Our services include:
- Campaign strategy and setup
- Ad creation and optimization
- Performance monitoring and reporting
- Account management and support
We act as your authorized agent to manage advertising campaigns on third-party platforms. We do not own or operate these advertising platforms and are subject to their respective terms and policies.
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To use our Service, you must:
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We reserve the right to suspend or terminate accounts that violate these Terms or provide false information.
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4.1 Service Fees
Our management fees are billed monthly in advance according to your selected plan. Current pricing is displayed on our website and may be updated with 30 days notice.
4.2 Advertising Spend
You are responsible for all advertising costs charged by third-party platforms. These costs are separate from our management fees and are billed directly by the respective platforms or through your connected payment methods.
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