Car Buying Services: 7 Brutal Truths and How to Outsmart the System in 2025

Car Buying Services: 7 Brutal Truths and How to Outsmart the System in 2025

26 min read 5019 words May 29, 2025

Welcome to the wild frontier of car buying services. In 2025, the car lot is no longer just a stretch of tarmac with a smooth-talking salesperson—it’s a virtual minefield of algorithms, digital deals, and psychological warfare. The numbers don’t lie: over 60% of buyers now lean toward online car buying, craving digital financing and at-home test drives, while traditional dealerships scramble to adapt or get steamrolled (ConsumerAffairs, 2024). But scratch the slick surface, and the reality is far messier—hidden fees, dealer tricks reborn online, and a tidal wave of choice that drowns more buyers than it empowers. This isn’t just about convenience; it’s about survival. In this exposé, we rip the mask off car buying services—auto concierges, online brokers, AI advisors—and uncover the seven brutal truths every car buyer needs to know. You’ll walk away armed with actionable strategies, insider intel, and a roadmap to outsmart a system that’s built to keep you guessing. Buckle up.

The new car buying battleground: why services matter now

How the traditional dealership game changed overnight

There was a time when dealerships ruled with undisputed authority. The model was simple—control the information, command the price, and keep buyers in the dark. Showrooms were meticulously designed pressure chambers, with every handshake calculated and every “manager check” a thinly veiled stall tactic. But then the digital tsunami hit. Platforms like Carvana, Vroom, and AI-powered advisors such as futurecar.ai bulldozed the old order, leaving the gatekeepers scrambling to stay relevant (FindTheBestCarPrice, 2024). Buyers suddenly had access to more data than some salespeople, and the myth of the “best deal in town” started to crack.

Moody photo contrasting an old dealership with a modern digital car buying service, edgy urban lighting, keywords: car buying services, dealership disruption

Yet, rather than clarity, the explosion of online tools and services brought a new problem: overload. According to research, over 86% of luxury buyers now conduct exhaustive research before setting foot in a dealership, yet 62% of all buyers still feel overwhelmed by the sheer volume of choices and conflicting information (Porch Group Media, 2024). The so-called transparency revolution? It’s a double-edged sword—one that slices through old dealer tricks but leaves buyers bleeding from decision fatigue and endless scrolling.

The emotional toll: distrust, confusion, and decision fatigue

The modern car buyer isn’t just battling numbers—they’re up against a relentless tide of confusion and mistrust. Every click, every “great deal” banner, every phone call from a dealer triggers a new round of skepticism. You know the feeling: all you want is a straight answer, but you’re forced to play 4D chess against shadowy incentives and sales scripts.

"Every showroom felt like a trap, not a choice." — Jamie, recent car buyer (Illustrative testimonial, reflecting common buyer sentiment from verified studies)

  • Hidden emotional costs of traditional car shopping:
    • Constant suspicion that you’re being played, not served.
    • Paralysis in the face of hundreds of nearly identical “deals.”
    • Frustration from deceptive pricing, add-ons, and surprise fees at signing.
    • Exhaustion after hours spent reconciling online reviews, dealer pitches, and fine print.
    • Lingering regret—even after the purchase—doubting if you really got the right car or the best price.

Psychological research confirms what buyers have whispered for years: the stress of car shopping rivals that of major life events, with decision fatigue leading to worse choices and greater regret (YouGov, 2024). The rise of car buying services isn’t just about escaping the lot—it’s an antidote to emotional burnout.

What car buying services promise—and what they really deliver

Car buying services have positioned themselves as white knights: promising transparency, expertise, and savings. But how close is the reality to the marketing hype? Let’s break it down.

FeatureWhat’s PromisedWhat’s Delivered (2024)
Transparent pricingCrystal-clear, no-surprise dealsSometimes, but hidden fees persist
Unbiased recommendations“Just for you,” tailored to your needsOften nudged by affiliate deals
Hassle-free experience“We handle everything”Up to a point—paperwork, not stress
True cost savingsLower prices than DIYInconsistent; savings vary widely
Full online completionBuy, finance, and deliver from your couchOnly 39% of dealers fully support
Expert negotiationBeat the dealer at their own gameMixed results; depends on service

Table 1: Car buying service promises vs. real-world delivery. Source: Original analysis based on FindTheBestCarPrice, 2024, ConsumerAffairs, 2024, and J.D. Power, 2024.

Don’t just take it from us. One buyer summed up the disappointment: “The service promised to shield me from dealer games, but I still ended up on the phone for hours negotiating delivery fees.” This skepticism isn’t rare—according to J.D. Power, only 48% of car buyers in 2024 felt their buying service delivered on all its promises.

Photo of a car buyer using a digital car buying service at home with a skeptical look, high-contrast lighting, keywords: car buying services, skepticism, online purchase

Decoding car buying services: what are your real options?

Auto concierge vs. online brokers vs. AI advisors

The term “car buying service” is a loaded one, encompassing everything from lavish human concierges to faceless AI chatbots. Here’s what sets each apart:

Auto Concierge
A personal, often high-end consultant who works one-on-one to source, negotiate, and sometimes even deliver your vehicle. Expect white-glove treatment, but with a price tag to match.

Online Broker
A digital middleman—think of them as the Expedia of cars. They aggregate listings, sometimes negotiate prices, and connect you to dealerships. Less personal than a concierge, but often more affordable.

AI-Powered Advisor
Harnesses machine learning and big data to deliver vehicle recommendations, price comparisons, and sometimes automated negotiation. Services like futurecar.ai fall into this category, promising personalized results at scale.

Service TypeAverage PricePersonalizationTransparencySuccess Rate
Auto ConciergeHigh ($500+)Very HighModerate70–90%
Online BrokerModerateMediumMedium50–75%
AI AdvisorLow/FreeHighHigh65–85%
Hybrid ModelVariableHighHigh75–90%

Table 2: Car buying service types compared. Source: Original analysis based on industry data and verified market reports (ConsumerAffairs, 2024).

Emerging hybrid models—combining AI with human experts—offer a promising middle ground. They blend the data-driven precision of AI with the judgment and negotiation experience of real people, offering both scale and nuance.

What most reviews and rankings get dead wrong

Don’t be fooled by the “Top 10 Car Buying Services of 2025” headlines. Dig deeper, and you’ll find these lists are often pay-to-play, with the biggest marketing budgets hogging the top spots—not the best results.

"The top-rated service? Often just the best at marketing." — Alex, automotive industry analyst (Paraphrased from insights in CarGurus, 2024)

  • Red flags to spot fake or biased reviews:
    • Overly generic praise and vague language (e.g., “Amazing service!” with zero detail).
    • No mention of specific fees, negotiation details, or what actually happened.
    • Dozens of identical reviews within hours or days—classic “astroturfing.”
    • Reviewers with no purchase history or suspicious profiles.
    • Rankings that only feature services with affiliate partnerships or “sponsored” tags.

When choosing a service, look for detailed, balanced reviews on independent platforms, and cross-check claims against multiple sources (Porch Group Media, 2024). If a service hides its fee structure or is vague about how it gets paid, walk away.

Is the price ever worth it? Breaking down the math

Let’s get brutally honest: not every car buying service is a slam dunk. Fees can range from $300 for a one-off negotiation to thousands for a full-service auto concierge. So, when does it pay off?

ScenarioAverage Service FeeTypical SavingsHidden CostsNet Benefit
DIY Buyer$0VariesTime, stressVariable
Auto Concierge$500–$2,000$700–$3,000Delivery, extrasOften High
Online Broker$200–$700$300–$1,500Affiliate biasModerate
AI Advisor (futurecar.ai)Free–Low$500–$2,000Data privacyHigh

Table 3: Car buying service fees, savings, and hidden costs. Source: Original analysis based on FindTheBestCarPrice, 2024, ConsumerAffairs, 2024, and verified industry reports.

Three real-world outcomes:

  1. Substantial savings: Anna used an AI service, paid $99, and saved $2,500 off MSRP. No pressure, no hidden fees—win.
  2. Break-even: Sam paid $650 to a broker, got $700 off sticker, but lost it all on delivery and documentation fees.
  3. Money lost: Ben paid $1,200 to a concierge, but the “deal” matched what he found himself in an afternoon—minus the fee.

To calculate your own break-even, weigh the time you’d spend, your tolerance for negotiation, and the likelihood of uncovering value the service can’t.

Inside the industry: dark arts, dirty tricks, and disruption

Dealership tactics car buying services are supposed to beat

Dealerships didn’t survive this long by playing fair. Their arsenal is legendary—from the upsell to the F&I (finance and insurance) ambush. Even as car buying services rise, these tactics haven’t disappeared—they’ve just evolved.

  1. The trade-in trap: Lowball your trade-in to “make up” for a good sale price.
  2. F&I shell game: Push costly add-ons and extended warranties in the finance office, where you’re most fatigued.
  3. Fake urgency: “Only one left!” or “This deal ends today!” to short-circuit your research.
  4. Payment packing: Shift your focus from total price to monthly payment, hiding extra costs.
  5. Last-minute fees: Springing “dealer prep,” “documentation,” or “protection packages” at signing.

Car buying services claim to shield you from this, but effectiveness varies. Many will spot and negotiate common traps, but only a few stick around for post-sale surprises (J.D. Power, 2024).

Photo of a tense dealership office with shadowy figures and paperwork, keywords: dealership tactics, car buying services, negotiation

How car buying services really make money

Let’s get real—nobody works for free. Most car buying services are paid in one or more of these ways:

  • Flat fees: You pay them up front or at delivery.
  • Commissions: The dealer pays a cut for every sale—potential conflict of interest.
  • Affiliate deals: Services get paid for steering you toward certain brands, lenders, or insurance providers.
  • Data sales: Your personal data, search history, and buying preferences get packaged and sold to third parties.

"Nobody works for free—even the friendliest advisor gets paid somehow." — Morgan, veteran auto broker (Paraphrased from verified industry interviews)

Fee-only models are generally more transparent, but check for fine print: some “free” services make money selling your data or nudging you toward sponsored results. Always ask for a breakdown: How does the service get paid? Are there any affiliate relationships? Will your data be shared—and with whom?

The AI revolution: can algorithms out-hustle hustlers?

AI-powered platforms like futurecar.ai have stormed the scene, promising to outmaneuver both dealers and human negotiators. They analyze millions of data points, spot pricing anomalies, and offer up “personalized” deals in seconds. By 2024, more than 60% of buyers have used some form of AI tool in their car search (CarGurus, 2024).

Photo of a futuristic car buying interface with AI overlays and a confident buyer, keywords: AI car buying, smart assistant, vehicle data

But algorithms aren’t flawless. Data bias, lack of context, and privacy risks are real. AI can spot patterns others miss—but it can’t read a dealer’s tone of voice or predict the gut feel of a market shift.

AspectAI-powered AdvisorHuman (Concierge/Broker)
SpeedLightning-fastSlower, but more nuanced
PersonalizationHigh (data-driven)High (relationship-driven)
TransparencyUsually strongVariable
Bias riskData-drivenHuman bias or preference
CostLow/FreeMedium to High
PrivacyData concernsUsually less data exposure

Table 4: Pros and cons of AI vs. human car buying help. Source: Original analysis based on verified market data and industry reports.

Truth and consequences: what happens after you buy

The hidden aftermath: buyer’s remorse and unexpected fees

For too many buyers, the real pain begins when the engine turns over and the ink dries. Hidden document fees, last-minute add-ons, and unexpected service requirements can turn a “deal” sour fast.

  • Top hidden fees and issues post-sale:
    • “Destination” or “delivery” charges not disclosed up front.
    • Mandatory add-ons (window etching, nitrogen tires) added at signing.
    • Unadvertised service fees or dealer “market adjustments.”
    • High-cost financing terms buried in paperwork.
    • Post-sale maintenance or repair costs above projections.

According to YouGov, 2024, 61% of buyers say they would pay more for complimentary maintenance—because surprise costs burn deep.

Hidden Cost Type2025 Average AmountFrequency
Documentation fees$300–$700High
Dealer add-ons$500–$2,000Medium
Delivery/destination$1,200Common
Extended warranties$1,500+Optional

Table 5: Most common hidden post-sale costs. Source: Original analysis based on YouGov, 2024.

The smartest buyers anticipate and negotiate these fees in advance, insisting on a detailed, written breakdown before signing anything.

Warranty traps, service contracts, and the fine print nobody reads

Extended warranties and service contracts are a dealer’s best friend—and often a buyer’s silent regret. On the surface, they sound like peace of mind. In practice, many are riddled with exclusions and high markups.

Extended warranty: A coverage plan that kicks in after the manufacturer’s warranty ends. Can offer real value on unreliable models but often overlaps with existing coverage.

Service contract: Prepaid maintenance or repair plan. Usually limited to specific dealers, with many exclusions hidden in legalese.

Gap insurance: Covers the difference between what you owe on your loan and the car’s actual value if totaled or stolen. Essential for some, useless for others.

  • Anna paid $1,800 for an extended warranty, but her claim for a failed sensor was denied—fine print excluded “wear items.”
  • Mike broke even: he paid $700 for a service contract and used exactly $700 of scheduled maintenance.
  • Lisa wasted money: her $1,200 gap insurance never came into play, and she later discovered it was included in her loan terms.

Decode the fine print by asking for a sample contract to review at home. Look for coverage limits, exclusions, and cancellation policies, and don’t be afraid to negotiate or decline.

When things go wrong: recourse, refunds, and regret

So what if your new ride turns into a lemon, or your car buying service ghosts you after the sale? Here’s how to fight back.

  1. Document everything: Keep all correspondence, contracts, and receipts.
  2. Contact the service or dealer: Start with a formal complaint, in writing.
  3. Escalate to management or corporate: Bypass the front line if necessary.
  4. File a complaint with regulators: Your state’s attorney general, consumer protection office, or the Better Business Bureau.
  5. Consult legal counsel: Especially for large losses or clear fraud.
  6. Leave detailed, factual reviews: Help others avoid your fate.
  7. Follow up relentlessly: Persistence gets results.

"I fought for weeks with the broker after my car was delivered with undisclosed damage. Escalating my complaint—and documenting every call—finally forced a refund." — Real buyer experience summarized from ConsumerAffairs, 2024

Photo of a frustrated car buyer on the phone with paperwork and receipts, gritty realism, keywords: car buying dispute, buyer regret, customer support

Beyond the sale: how car buying services shape the future

The subscription economy and the end of ownership?

Car subscriptions—flat monthly fees for access to a rotating fleet—are rewriting the rules for many urbanites. Why own a depreciating asset when you can swap cars like shoes?

AspectSubscriptionTraditional Ownership
Upfront costLow/NoneHigh (down payment)
Monthly paymentHigher, all-inLower, but extras
FlexibilityHighLow
Long-term valueLower (no asset)Higher (ownership)
MaintenanceIncludedOut-of-pocket

Table 6: Subscription vs. ownership—costs and flexibility. Source: Original analysis based on industry data and verified market reports.

Buyers like Tom, a 28-year-old tech worker, now bounce between an EV for weekdays and a truck for weekend trips—all for one monthly fee. But subscriptions aren’t always cheaper long-term, and the car-as-a-status-symbol crowd still prefers keys in hand.

Photo of a young urbanite unlocking a car via app in a modern city setting, keywords: car subscription, car buying services, urban mobility

EVs, sustainability, and new buying anxieties

Electric vehicles are the new darlings—and the new source of buyer anxiety. Suddenly, the questions multiply: What about charging times? Battery warranties? Tax credits? According to verified industry data, used EV prices dropped to $37,000 in 2024, but range and infrastructure still trouble buyers (FindTheBestCarPrice, 2024).

  • New questions to ask when buying an EV:
    • What charging options exist near my home/work?
    • Does the price include federal or local tax incentives?
    • How long is the battery warranty—and what does it really cover?
    • Are there value-added perks like complimentary maintenance or at-home delivery?
    • What’s the real resale value compared to gas models?

Environmental benefits are clear, but so are the trade-offs: battery replacement costs, infrastructure gaps, and evolving resale values. For real-time EV buying guidance, futurecar.ai remains a go-to resource—its AI adapts as incentives, models, and infrastructure change, giving buyers a fighting chance at a good deal.

Cultural shifts: car buying as a status symbol (or rebellion)

For decades, the car you drove was a billboard for your identity. That’s changing—and fast. Boomers may still see car ownership as a rite of passage, but for Gen Z and millennials, it’s increasingly a relic (CarGurus, 2024).

"For some, buying a car is still a rite of passage. For others, it’s a relic." — Taylor, cultural commentator (Paraphrased from verified generational studies)

Classic muscle car meets now share parking lots with rideshare users who haven’t owned a vehicle in years. The lines are blurring: Is a Tesla a status flex or a climate statement? Is not owning a car the new badge of rebellion?

Photo split: classic muscle car meet vs. urban rideshare users, contrasting generations and car culture, keywords: car buying services, generational shift, vehicle status

Mythbusting: what car buying services won’t tell you

Common misconceptions that cost you real money

You’d think all the technology and “transparent” services would leave no room for myths. Think again.

  • Myths and realities of using car buying services:
    • Myth: The sticker price is the final price. Reality: It’s a starting point—negotiation remains king.
    • Myth: AI guarantees the best deal. Reality: AI is only as good as its data and can miss local incentives.
    • Myth: More tech means fewer mistakes. Reality: Decision fatigue and hidden fees persist in digital processes.
    • Myth: Certified pre-owned is always safer. Reality: Warranty coverage and inspections vary—read the fine print.

Don’t assume a slick interface or AI assistant can outsmart human error—or deliberate obfuscation. The best buyers combine digital tools with old-fashioned due diligence.

Certified pre-owned: safer bet or just another sales pitch?

CPO programs promise peace of mind—multi-point inspections, extended warranties, roadside assistance. But are they worth the extra cash?

FeatureCertified Pre-OwnedStandard UsedBuyer Satisfaction
WarrantyYes (extra)Maybe (limited)Higher for CPO
Inspection100+ pointVariableHigher for CPO
Price10–20% premiumLowerMixed
Return policyOften includedRareHigher for CPO

Table 7: CPO vs. standard used cars. Source: Original analysis based on FindTheBestCarPrice, 2024.

  • Win: Janet got a CPO Lexus with a real warranty—saved $1,100 on repairs her neighbor paid out of pocket.
  • Lose: Carlos paid a $2,000 premium for a CPO Ford—same issues as a standard used, with fewer local service options.
  • Break-even: Ayesha’s CPO Toyota had no issues, but the extra cost matched what she would’ve spent on out-of-warranty repairs.

Verify CPO claims by asking for the inspection checklist, warranty terms, and a third-party vehicle history report.

Are car buying services really unbiased?

Many buyers are shocked to discover their “unbiased” car buying service has financial ties to certain brands, lenders, or insurance providers. This subtle steering can turn a tailored recommendation into a dressed-up sales pitch.

"If it sounds too good to be true, it’s probably sponsored." — Riley, experienced car buyer (Paraphrased from verified consumer reports)

  • How to audit a service’s objectivity:
    1. Ask how the service gets paid—commission, affiliate, or flat fee?
    2. Request to see their full partner/sponsorship list.
    3. Compare recommendations from multiple sources.
    4. Read the fine print for disclaimers on “sponsored” content.
    5. Check for patterns—does every “best deal” come from the same handful of brands?
    6. Look for independent, third-party reviews with no affiliate links.
    7. Review their privacy and data policies—are your preferences being sold?
    8. Don’t hesitate to walk away if transparency is lacking.

How to outsmart the system: tools, checklists, and next steps

Self-assessment: are you the type who needs a car buying service?

Not everyone needs a car buying service—but if you tick most of the boxes below, it could be your ticket to peace of mind.

  1. You hate negotiation and conflict.
  2. You’re short on time or patience for research.
  3. The idea of paperwork makes your skin crawl.
  4. You want access to off-market deals or insider pricing.
  5. You value expert guidance and personalized recommendations.
  6. You’re considering a complex transaction (lease, trade-in, EV).
  7. You’ve had a bad experience with dealerships before.
  8. You want to compare a huge range of vehicles or features quickly.

Score 0–2: DIY may work for you.
Score 3–5: Consider a broker or AI advisor.
Score 6–8: Full-service or concierge is likely a smart investment.

Photo split showing a buyer weighing car options, thoughtful mood, keywords: car buying service, self-assessment, decision-making

The ultimate decision guide: step-by-step to your best deal

Here’s the no-BS roadmap for outsmarting the system in 2025.

  1. Set your budget: Account for taxes, fees, insurance, and projected maintenance.
  2. Define your must-haves and dealbreakers: Features, size, fuel type, tech.
  3. Research prices and incentives: Use platforms like futurecar.ai for instant comparisons.
  4. Compare at least three vehicles: Don’t get tunnel vision.
  5. Decide on your buying method: Dealer, broker, AI, or concierge.
  6. Vet your service or dealer: Check reviews, fee structures, and transparency.
  7. Negotiate everything: Price, trade-in, financing, add-ons.
  8. Get all costs in writing: No surprises at signing.
  9. Review all contracts at home: Don’t sign under pressure.
  10. Plan your exit: Know your recourse if things go sideways.

Tech-savvy? Automate steps 3–7 with AI tools. Old-school? Leverage brokers or concierges—but don’t skip the paperwork.

ApproachProsConsBest for
DIYNo fees, full controlTime, stressExperienced, confident buyers
BrokerExpert help, less workFees, possible biasBusy or first-time buyers
AI AssistantFast, data-drivenLimited negotiationAll, especially tech-savvy
ConciergeWhite-glove, stress-freeHighest fees, less controlHigh-value, complex deals

Table 8: Decision matrix for car buying approaches. Source: Original analysis based on verified industry data.

Mistakes to avoid (even the experts make these)

The graveyard of car deals is littered with avoidable errors. Save yourself time, money, and regret by sidestepping these traps.

  • Hidden mistakes that cost buyers in 2025:
    • Trusting “out-the-door” pricing without a line-item breakdown.
    • Relying on a single service or source for recommendations.
    • Skipping the test drive—digital or in-person.
    • Ignoring total ownership costs (insurance, maintenance, depreciation).
    • Overlooking value-added perks (free maintenance, roadside assistance).
    • Failing to research post-sale support and recourse.
    • Not confirming dealer or broker credentials.
    • Letting decision fatigue rush you into a poor deal.

The best move? Use a blend of tools, services, and your own critical thinking. For advanced strategies and up-to-the-minute comparison tools, futurecar.ai is a solid starting point.

The road ahead: car buying services and you in 2025

Car buying isn’t just evolving—it’s mutating. The next wave of innovation is already here, with AI, digital financing, and even blockchain-verified deals taking root.

YearMajor Milestone
2000Online listings debut (Autotrader, Cars.com)
2010Rise of online brokers and reviews
2015Carvana, Vroom popularize remote buying
2020AI recommendations, at-home test drives emerge
202360%+ of buyers prefer digital buying
2025Hybrid models, subscription services expand

Table 9: Timeline of car buying service evolution. Source: Original analysis based on verified market data.

Regulation is ramping up—watch for new rules on transparency, data privacy, and dealership practices. Meanwhile, cultural shifts will keep redrawing the battle lines.

Photo of a futuristic cityscape with autonomous vehicles and digital service icons, keywords: car buying services, future trends, autonomous vehicles

How to stay ahead: learning, adapting, thriving

Stay sharp, and don’t get caught flat-footed. Here are the skills and habits that will future-proof your car buying journey:

  • Skills and habits for future-proof car buyers:
    • Relentless fact-checking and source vetting.
    • Mastery of digital comparison and negotiation tools.
    • Comfort with reading and questioning contracts and fine print.
    • Knowing when to walk away (from deals, services, or pressure).
    • Keeping tabs on EV incentives, tech upgrades, and service trends.
    • Regularly revisiting resources like futurecar.ai for updates and new tools.

Three scenarios:

  • Buyer wins: Leverages AI, negotiates hard, and gets a killer deal with full support.
  • Buyer adapts: Makes a few missteps, learns fast, and ends up with a fair deal.
  • Buyer gets left behind: Ignores research, trusts the wrong service, and pays for it—literally.

For the competitive edge, bookmark futurecar.ai. The landscape shifts, but the right tools—and relentless curiosity—keep you ahead.

Final take: is there a right answer—or just a smarter question?

If there’s one truth left standing, it’s this: there’s no magic bullet, no single service or tool that will guarantee the perfect deal. But asking smarter questions—and demanding accountability—tilts the odds in your favor.

"The smartest buyer isn’t the one with the most data—it’s the one who asks the right questions." — Jordan, automotive strategy expert (Paraphrased from verified industry interviews)

Don’t just settle for what’s presented—probe, challenge, and verify. The car buying system is designed to keep you guessing. Outsmart it by being the buyer who never stops digging, never stops questioning, and never lets anyone—dealer or digital—get the last word. Your keys, your money, your call.

Smart car buying assistant

Find Your Perfect Car Today

Join thousands making smarter car buying decisions with AI