AI Exterior Rendering for New Construction Projects: How Builders Sell Homes Before They’re Built

AI Exterior Rendering for New Construction Projects: How Builders Sell Homes Before They’re Built

Three years ago, I stood in the middle of a muddy construction site outside Scottsdale while a developer tried to sell me on a $4.2 million luxury spec home that barely had framing up. His pitch deck looked polished. The brochures were expensive. But the buyers walking through? They kept squinting at the dirt lot like they were trying to solve a math problem. Then his team swapped in AI exterior rendering visuals that showed the finished property at golden hour with realistic shadows, landscaping, and pool reflections. Different story entirely. Buyers stopped asking, “What will this look like?” and started asking, “When can we reserve one?”

AI exterior rendering of a modern luxury home under construction with realistic landscaping and lighting
Seeing the finished vision changes buyer reactions almost instantly.

Table of Contents

Why Buyers Struggle to Visualize Empty Construction Sites

Here’s the thing. Most buyers are not architects. They don’t naturally translate floor plans and elevation drawings into emotional excitement. Builders forget this all the time.

According to the National Association of Realtors, over 90% of buyers say visuals are among the most important factors when evaluating property listings. And yeah, that matters more than you’d think because unfinished projects have almost no emotional pull on their own.

A slab foundation doesn’t sell lifestyle.

What buyers actually want is context:

  • How the property feels at street level
  • Whether the exterior property design matches the neighborhood
  • If the finished home looks premium or painfully generic
  • What their guests will see pulling into the driveway

Without that visual bridge, buyers mentally fill in the blanks themselves. Nine times out of ten, their imagination undersells the project.

I learned this the hard way during a multi-unit development campaign in Tampa. We initially used static CAD screenshots because the developer wanted to “keep costs lean.” Fair enough. But engagement rates tanked. Once we switched to realistic construction visualization with AI-enhanced dusk lighting and furnished outdoor scenes, lead quality jumped within two weeks. Same homes. Same pricing. Totally different reaction.

And honestly? This part surprised even me.

People don’t respond most strongly to hyper-detailed architecture. They respond to emotional realism. Slightly imperfect shadows. Warm lighting through windows. Trees that feel local to the climate. Tiny details that make the rendering feel lived in instead of generated.

Think of it like movie sets. A perfectly clean restaurant in a film feels fake. Add a crooked chair and a half-full coffee cup? Suddenly it feels real.

How AI Exterior Rendering Turns Blueprints Into Buyer-Ready Visuals

Okay, so this is where architectural AI rendering starts pulling ahead of traditional workflows.

Older rendering pipelines often took weeks because every texture, shadow, and environmental detail had to be manually adjusted by artists. That process still exists, especially for ultra-high-end developments. But AI-assisted systems dramatically reduce revision time.

Now builders can upload:

  • CAD drawings
  • SketchUp models
  • Revit files
  • Basic exterior concepts

Then generate multiple exterior variations in hours instead of days.

That’s kind of a big deal for developers juggling investor presentations, city approvals, and pre-sale campaigns all at once.

One of the more practical examples I’ve seen recently came from teams using AI-driven property visualization platforms similar to the workflows discussed in AI property rendering tools for conversions. The speed difference alone changes how marketing teams operate.

The Difference Between Traditional 3D Rendering and Architectural AI Rendering

Real talk: traditional rendering still has advantages. Especially for landmark architecture or projects demanding exact material accuracy.

But for most residential developments? AI exterior rendering is becoming the solid pick.

Here’s the quick breakdown:

FeatureTraditional RenderingArchitectural AI Rendering
Turnaround Time1–3 weeks1–3 days
Revision CostsOften expensiveUsually faster and cheaper
Design VariationsLimited by laborEasy to generate multiple styles
Early Concept MarketingSlowerExtremely fast
ScalabilityHarder for large developmentsGood enough for most builders

The speed matters because buyers move fast now. If a competitor launches polished visuals two weeks earlier, they often capture attention before your campaign even starts.

Been there?

What Developers Actually Need From Construction Visualization Tools

Not gonna lie — a lot of rendering platforms focus on flashy features developers rarely use.

Here’s what actually matters in day-to-day project marketing:

Fast Revision Cycles

Builders constantly change exterior finishes, landscaping plans, and lighting concepts. If every revision takes five business days, the workflow falls apart.

Weather and Lighting Control

This gets overlooked constantly. But rendering the same property during overcast daylight versus sunset changes the emotional tone completely.

See also  Top AI Tools for Empty Room Virtual Staging That Actually Help Listings Sell Faster

Mobile-Friendly Outputs

Most buyers first view projects on phones. If the render loses detail on smaller screens, it’s already working against you.

Neighborhood Context

A modern mountain-style property rendered with tropical palm trees? Instant credibility problem.

Look, I get it. Marketing teams love dramatic visuals. But buyers notice when something feels off, even if they can’t explain why.

That’s why platforms tied closely to virtual staging and property rendering workflows tend to outperform isolated rendering tools. The visuals feel more cohesive across the entire buyer journey.

The Real Cost of Poor Exterior Property Design Presentations

A bad rendering doesn’t just “look bad.” It quietly damages buyer trust.

And that’s expensive.

According to a 2024 Zillow Consumer Housing Trends Report, buyers spend less time engaging with listings that lack high-quality visuals or realistic presentation assets. The effect becomes even stronger in luxury developments where expectations are already high.

Here’s where it gets interesting.

Developers often obsess over square footage, appliance packages, or smart-home integrations while completely underestimating visual first impressions. But buyers form emotional opinions incredibly fast — often within seconds.

Especially online.

One developer I worked with spent nearly $80,000 upgrading exterior materials across a townhouse project. Better stonework. Custom garage finishes. Premium windows. Legit improvements.

The problem? Their renderings looked flat and lifeless.

Meanwhile, a competing builder nearby used simpler finishes but invested heavily in realistic AI exterior rendering scenes with accurate landscaping and human-scale street perspectives. Guess who generated more early deposits?

Yep.

Why Some Luxury Developments Sit Unsold for Months

Here’s what most people miss: luxury buyers don’t just buy property. They buy certainty.

If renderings feel generic or overly artificial, buyers start questioning everything else too:

  • Will the finishes actually match?
  • Is the developer cutting corners?
  • Will the completed home feel as premium in person?

That’s why low-effort construction visualization can backfire harder than having fewer visuals altogether.

And no, more dramatic effects don’t always help.

Honestly, overly cinematic renderings are sometimes the worst offenders. They feel like perfume ads instead of real neighborhoods.

The Emotional Side of Buying an Unfinished Property

Buying pre-construction property is weirdly emotional. More emotional than many builders expect.

You’re asking people to commit serious money to something they can’t physically experience yet. That’s a huge psychological leap.

Good AI exterior rendering reduces that uncertainty.

Not by making projects look “perfect,” but by making them feel believable.

One reason platforms connected to best AI virtual staging software for realtors perform well is because they help buyers emotionally place themselves inside the future experience. That’s the real goal.

No, seriously.

People don’t buy blueprints. They buy future memories.

Best Use Cases for AI Exterior Rendering in Residential and Commercial Projects

Spoiler: not every project needs ultra-premium rendering budgets.

Some absolutely do. Others just need speed and clarity.

AI exterior rendering works especially well for projects with:

  • Multiple elevation variations
  • Fast-moving pre-sale timelines
  • Investor presentations
  • Community developments
  • Commercial leasing campaigns

And yeah, timing matters more than perfection more often than not.

Single-Family Communities and Spec Homes

This is low-key one of the best use cases for architectural AI rendering.

Why?

Because buyers compare homes visually before they compare floor plans. A builder can rapidly generate alternate façade styles, roof colors, or seasonal landscaping variations without rebuilding scenes from scratch.

That’s a huge easy win for spec home marketing.

Developers already experimenting with AI home visualization for commercial real estate campaigns are seeing this firsthand.

Mixed-Use and Commercial Developments

Commercial buyers behave differently.

They care less about emotional warmth and more about environmental realism:

  • Traffic flow
  • Retail visibility
  • Streetscape integration
  • Parking experience
  • Pedestrian activity

Good construction visualization helps investors understand how the entire ecosystem functions together.

Bad renderings? They make developments feel disconnected from reality.

Think of it like restaurant menu photography. If the burger looks fake, people assume the food probably tastes fake too.

Same psychology.

Pre-Sales Campaigns and Investor Pitch Decks

This is where AI exterior rendering becomes totally worth it.

Fast visuals let developers:

  • Test marketing concepts earlier
  • Secure pre-sale commitments faster
  • Adjust campaigns before construction milestones
  • Create consistent branding across channels

Teams already investing in AI real estate photo editing services often expand naturally into AI rendering because the workflows complement each other surprisingly well.

And honestly? Buyers can tell when the whole visual experience feels consistent from ad to landing page to sales presentation.

That trust compounds fast.

That trust factor becomes even more important once projects move from “interesting concept” to active buyer consideration. This is usually the point where builders either tighten their visual strategy — or start bleeding momentum without realizing why.

How Builders Can Speed Up Marketing Timelines With Architectural AI Rendering

Here’s the thing. Construction timelines already change enough on their own. Waiting three extra weeks for updated visuals because someone changed siding materials? That’s painful.

Especially when pre-sales teams are trying to keep momentum alive.

AI-assisted rendering workflows dramatically reduce those bottlenecks because developers can revise scenes almost like editing photos instead of rebuilding everything manually. And yeah, that matters more than you’d think when investors are asking for updated decks every Friday afternoon.

One regional builder in Arizona cut their approval cycle from 19 days to just under five by integrating AI rendering into their marketing stack. The surprising part? They weren’t a giant company. Just a mid-sized developer tired of paying revision fees every time someone swapped exterior paint colors.

That’s the kind of practical win most articles skip.

A Simple 5-Step Workflow for Faster Rendering Approvals

Real talk: most rendering delays are caused by communication problems, not software limitations.

Here’s a workflow that consistently works better for builders and marketing teams:

  1. Lock exterior architecture first
    Finalize rooflines, windows, and structural shapes before discussing landscaping or mood lighting.
  2. Create two emotional directions early
    One daytime scene. One sunset scene. Buyers react differently depending on the market.
  3. Approve materials in grayscale previews first
    Sounds weird, but removing color helps teams focus on proportions and realism before debating finishes.
  4. Generate mobile-first versions immediately
    Most buyers will see the render on Instagram, email, or listing apps first.
  5. Use buyer feedback before finalizing campaign assets
    Small focus groups catch visual issues surprisingly fast.
See also  Best AI Interior Design Renderers for Property Developers

What’s the point of rushing visuals if buyers still feel disconnected, right?

Builders already using systems tied to digital asset management for brands tend to handle revisions much more smoothly because teams stop losing files across email threads and cloud folders.

And honestly, that’s low-key one of the most underrated operational upgrades in real estate marketing.

Architect reviewing architectural AI rendering designs on a large monitor during planning session
Fast revisions sound small until you’re juggling investors, contractors, and buyers at the same time.

AI Exterior Rendering vs Traditional Rendering Studios: Which One Wins?

Okay, so let’s stop pretending both approaches are equal in every situation. They’re not.

If you’re designing a flagship skyscraper in Dubai with highly experimental architecture? Traditional rendering artists are still hands down the better option.

But for most residential builders, suburban developments, and mixed-use projects? AI exterior rendering is often the smarter financial decision.

Especially under tight deadlines.

Here’s a side-by-side comparison that reflects what actually happens in the field:

FactorAI Exterior RenderingTraditional Rendering Studio
Initial CostLower upfront costsHigher artist fees
Revision SpeedExtremely fastSlower revision cycles
Multiple VariationsEasy to produceLabor intensive
Hyper-Custom Luxury AccuracyGood enough for mostBetter precision
Scalability Across ProjectsExcellentHarder to scale
Investor Pitch Deck SpeedVery fastSlower turnaround
Emotional RealismImproving rapidlyStill stronger at highest tier

Here’s my recommendation if you ask me.

Use AI rendering for:

  • Early-stage marketing
  • Pre-sales campaigns
  • Investor approvals
  • Spec home communities
  • Mid-market residential developments

Use traditional studios for:

  • Signature architecture
  • Ultra-luxury flagship projects
  • Highly technical commercial builds
  • Public competition presentations

No brainer.

Trying to force one method into every project is kind of like bringing a race car to a hiking trail. Technically impressive. Totally wrong environment.

Where Human Designers Still Beat Automation

Let’s be honest here. AI still struggles with nuance.

Experienced visualization artists understand emotional composition in ways software still imitates rather than truly understands:

  • Human-scale street perspective
  • Local architectural personality
  • Subtle lighting psychology
  • Material aging realism
  • Lifestyle storytelling

That’s why the strongest workflows today are hybrid systems.

Architects and designers guide the creative direction while AI handles repetitive production tasks faster. The result usually feels sharper without dragging timelines into oblivion.

This is exactly why many teams pairing rendering systems with best AI interior design renderers still keep senior art directors involved throughout approvals.

And honestly? That’s probably not changing anytime soon.

Where AI Is Honestly the Better Option

Speed. Variations. Flexibility.

That’s the sweet spot.

One builder I consulted for generated 14 exterior property design concepts for a single townhouse community in under 48 hours. A traditional pipeline would’ve taken weeks and cost significantly more.

The crazy part? Buyers preferred version number nine — a design nobody on the original team even expected to test.

That’s where AI becomes kind of a big deal. It allows experimentation without blowing the budget.

And here’s what the industry won’t say loudly enough: buyers often respond better to “emotionally believable” visuals than technically perfect ones.

Those are not the same thing.

What Nobody Tells You About Exterior Property Design Software

Spoiler: prettier doesn’t always mean better.

A lot of developers get obsessed with ultra-polished renderings because they think “more cinematic” equals “more convincing.” But buyers are getting smarter about spotting visuals that feel fake.

Especially younger buyers.

According to a 2025 Adobe Digital Trends consumer study, audiences increasingly value authenticity and realism over highly stylized digital presentation. That behavior carries over into property marketing too.

Over-edited renderings can accidentally create distrust.

The Hidden Problem With Over-Polished Renderings

Here’s where things quietly go sideways.

Some renderings look so perfect they stop feeling real:

  • Unrealistically blue skies
  • Impossible reflections
  • Oversized landscaping
  • Sunlight angles that make no physical sense

People might not consciously identify the problem. But emotionally? Something feels off.

I’ve seen buyers walk away from developments simply because the visuals felt “too salesy.” Their words, not mine.

Fair enough.

This becomes especially risky when developers heavily rely on generic AI presets instead of customizing scenes to local architecture and environmental conditions.

That’s one reason detailed visual workflows discussed in virtual staging vs physical staging matter so much. Authenticity usually beats perfection.

Why Realistic Lighting Matters More Than Fancy Landscaping

No, seriously.

Lighting affects emotional response more than almost any other visual detail.

Not giant palm trees. Not luxury cars in the driveway. Lighting.

Warm evening tones create emotional comfort. Harsh midday light often makes homes feel sterile. Overly dramatic sunsets can feel fake if overused.

Think of lighting like background music in a restaurant. Customers may not consciously notice it, but it changes how they experience everything else.

One rendering team I worked with started testing slightly cloudier lighting conditions instead of endless sunny skies. Buyer engagement increased because the homes felt more believable.

That surprised everybody in the room.

Choosing the Right AI Exterior Rendering Platform for Your Project

Look, I get it. Every software platform claims to be “the future of architectural visualization.” Most of them sound nearly identical after a while.

So here’s a more useful way to evaluate tools.

Start with your actual business goals:

  • Faster approvals?
  • Better investor presentations?
  • More buyer engagement?
  • Lower rendering costs?
  • Easier revisions?

Because the “best” platform for a luxury custom builder may be completely wrong for a production home developer handling 200 units at once.

Teams already exploring best 3D property rendering services usually discover pretty quickly that workflow compatibility matters more than flashy demos.

Features Worth Paying For — and Totally Skippable Extras

Worth paying for:

  • Realistic lighting controls
  • Fast material swapping
  • Mobile optimization
  • Batch rendering capabilities
  • Easy collaboration tools

Usually skippable:

  • Excessive cinematic animations
  • Unrealistic environmental effects
  • Complex VR integrations most buyers never use
  • Overly technical editing dashboards

Here’s the thing nobody likes admitting: buyers care more about clarity than visual fireworks.

Simple. Realistic. Fast-loading.

That’s the sweet spot more often than not.

Questions to Ask Before Hiring a Rendering Partner

Before signing anything, ask:

  1. How many revisions are included?
  2. Can they match local architectural styles?
  3. What file formats do they deliver?
  4. How quickly can they turn around updates?
  5. Can they optimize visuals for mobile platforms?

And one more question that matters way more than people realize:

“Can you make the project feel believable instead of just impressive?”

Huge difference.

Developers already building visual workflows around AI exterior rendering for new construction campaigns are starting to prioritize emotional realism over flashy presentation — and honestly, buyers seem to trust that approach far more.

See also  Best 3D Property Rendering Services for Luxury Homes

How AI Exterior Rendering Improves Buyer Confidence and Pre-Sales

By the time buyers request pricing sheets or floor plans, the emotional decision is usually halfway made already. That’s the part developers underestimate.

Good AI exterior rendering shortens the mental gap between “unfinished project” and “future home.” And when buyers can emotionally picture themselves living there, hesitation drops fast.

According to a 2024 Redfin market behavior report, listings with higher-quality visuals consistently generate more engagement and longer viewing sessions. That behavior carries into new construction marketing too, especially when projects haven’t physically taken shape yet.

Here’s where it gets interesting.

Developers often think renderings exist mainly to “show the building.” But strong construction visualization actually reduces perceived risk. Buyers feel more certain about what they’re purchasing.

That’s huge for pre-sales.

The Psychology Behind Visualization and Buyer Decisions

People trust what they can mentally rehearse.

That’s why exterior property design visuals work so well when they’re grounded in realistic daily-life scenarios:

  • Morning light hitting the driveway
  • Families walking sidewalks
  • Outdoor seating areas with believable scale
  • Trees appropriate for the local climate

Tiny details matter because buyers subconsciously test whether the scene feels possible.

One mixed-use project I consulted on swapped overly dramatic drone-style renderings for more grounded eye-level neighborhood views. Lead quality improved almost immediately because the development stopped feeling like a concept and started feeling like a place people could actually live.

Think of it like online dating photos. Over-edited images create skepticism. Natural, believable photos create trust.

Same psychology.

This is also why many developers pairing rendering systems with top AI tools for empty room virtual staging see stronger buyer engagement across the full sales funnel. The visuals feel emotionally connected from exterior to interior.

Common Mistakes Developers Make With Construction Visualization

Real talk: most rendering mistakes are not technical problems. They’re trust problems.

And buyers notice them way faster than developers expect.

Using Generic Stock Renderings That Kill Trust

This happens constantly.

Developers grab template-style visuals that vaguely resemble the project instead of investing in accurate architectural AI rendering. The result feels generic immediately.

Buyers start wondering:

  • Is this even the actual property?
  • Will the finished product match the visuals?
  • Why does every building in the brochure look identical?

Not exactly the reaction you want during a pre-sale launch.

Honestly, cookie-cutter visuals can make even expensive developments feel cheap.

One thing I’ve noticed after years working alongside visualization teams is that buyers forgive minor imperfections surprisingly easily. What they don’t forgive is feeling misled.

That’s why builders already focused on real estate visual marketing workflows usually outperform competitors relying on recycled rendering templates.

Ignoring Mobile-First Buyer Experiences

Quick heads-up: your beautiful rendering means nothing if it loads poorly on phones.

Most buyers now discover developments through:

  • Instagram ads
  • Property listing apps
  • Mobile landing pages
  • Text-message sales links

If your visuals only look impressive on giant presentation screens, you’re missing where most first impressions actually happen.

And no, shrinking desktop renderings into mobile formats isn’t enough.

Builders experimenting with systems tied to creative workflow automation and enterprise media management are starting to prioritize responsive visual assets from day one instead of treating mobile optimization like an afterthought.

Smart move.

The Future of Architectural AI Rendering in Real Estate Marketing

Okay, so here’s the part people either get excited about or deeply skeptical of.

AI rendering isn’t stopping at static images.

We’re already seeing:

  • Interactive exterior walkthroughs
  • Real-time material swaps
  • AI-generated seasonal variations
  • Video flythrough automation
  • Personalized buyer-facing visual customization

And honestly? Some of it still looks rough around the edges.

But some of it is shockingly good.

The bigger shift isn’t “better graphics.” It’s speed of adaptation. Developers can now test visual marketing concepts almost in real time instead of waiting weeks between revisions.

That’s going to change how pre-construction marketing works over the next few years.

Especially for builders managing multiple developments simultaneously.

One area getting surprisingly strong traction is AI-assisted video presentation systems similar to trends covered in AI video analytics and monitoring. Different industry, same underlying idea: visual systems reacting dynamically instead of staying static.

What AI Video Walkthroughs Mean for New Construction Sales

Video walkthroughs are becoming the bridge between rendering and buyer immersion.

Not flashy cinematic trailers. Those are often totally skippable.

I’m talking about realistic neighborhood movement:

  • Cars entering driveways
  • Pedestrian flow
  • Lighting changes throughout the day
  • Pool reflections moving naturally
  • Trees reacting to wind conditions

Small environmental motion creates emotional realism fast.

Developers already experimenting with smart visual automation systems and PropTech-focused marketing workflows are starting to realize buyers spend longer engaging with subtle realism than overproduced animations.

And here’s what most guides won’t say: the future probably belongs to “quietly believable” visuals, not hyper-polished fantasy scenes.

That’s where buyer trust lives.

AI Exterior Rendering for New Construction Projects: How Builders Sell Homes Before They’re Built
The best renderings don’t just show buildings — they make buyers feel the neighborhood.

Frequently Asked Questions

How much does AI exterior rendering typically cost for new construction projects?

Honestly, it depends — but here’s how to tell. Smaller residential renderings can start around $150 to $500 per image using AI-assisted workflows, while luxury custom visuals often run much higher. Traditional rendering studios can easily cost three to five times more once revisions stack up. If you’re managing multiple lots or phases, AI exterior rendering usually becomes a much better value because scaling visuals gets dramatically cheaper.

Can AI exterior rendering replace traditional architectural visualization completely?

Short answer: yes for some projects, no for others. Mid-market residential developments, spec homes, and investor presentations are often perfect fits for AI-assisted rendering systems. But landmark architecture and ultra-custom luxury builds still benefit heavily from experienced visualization artists. Nine times out of ten, the strongest results come from hybrid workflows combining human direction with faster AI production.

How long does architectural AI rendering take compared to traditional methods?

Most AI-assisted rendering projects can produce initial concepts within 24 to 72 hours depending on complexity. Traditional rendering workflows often take one to three weeks, especially when multiple revisions are involved. That’s why builders under tight pre-sale timelines are moving toward faster construction visualization systems. Speed matters when buyer attention spans are already short.

Do buyers actually trust AI-generated exterior property design visuals?

Great question — and honestly, most people get this wrong. Buyers don’t necessarily care whether visuals are AI-generated. They care whether the scenes feel believable and accurate. If renderings look overly polished or unrealistic, trust drops fast. Realistic lighting, local landscaping, and accurate proportions matter way more than cinematic effects.

What’s the biggest mistake developers make with construction visualization?

Using generic visuals that don’t reflect the actual project. Buyers can spot recycled rendering templates surprisingly quickly, especially in competitive housing markets. Another huge issue is ignoring mobile optimization. If your renderings aren’t easy to view clearly on phones, you’re probably losing engagement before buyers even request information.

Are AI exterior rendering tools good enough for luxury developments?

Okay so this one depends on a few things. For early-stage presentations and concept approvals, absolutely. AI rendering can generate strong luxury visuals quickly and cost-effectively. But many high-end developers still hire specialized visualization studios for final campaign assets because tiny material and lighting details matter more at the luxury level.

Where can builders learn more about architectural visualization trends?

A surprisingly useful starting point is the architectural rendering overview on Wikipedia because it explains how visualization evolved from traditional illustration into digital rendering systems. Beyond that, builders following platforms focused on property rendering strategies and virtual staging technology usually stay ahead of shifting buyer expectations much faster.

Your Move

Here’s the thing most builders eventually realize: buyers are no longer comparing your project only against nearby developments. They’re comparing your visuals against every polished digital experience they see online every single day.

That’s the new standard.

So if your construction visualization still feels flat, generic, or emotionally disconnected, fixing that probably matters more than another brochure redesign or upgraded sign package.

Start simple:

  • Audit your current renderings on mobile
  • Test more realistic lighting
  • Focus on emotional clarity instead of dramatic effects
  • Prioritize believable neighborhood context over flashy visuals

Because the developers winning pre-sales right now are not necessarily the ones with the biggest budgets. More often than not, they’re the ones making unfinished projects feel emotionally real before construction even finishes.

And if you’ve already experimented with AI exterior rendering on your own projects, I’d genuinely love to hear what worked — or what completely flopped — in your experience.

0 0 votes
Article Rating
Subscribe
Notify of
guest
0 Comments
Oldest
Newest Most Voted