AI Gone Styled Text WILD?
Not on Our Watch.

Your AI’s been working overtime. But have you actually tested what it’s doing?

What Happens If You Skip
AI Integration Testing?

 (aka “Why Your AI is Nervous”)

What We Actually Test

AI isn’t magic — it’s math, models, and (a lot of) uncertainty. We make sure yours doesn’t just “work”… but works well, reliably, and safely.

Garbage in? Better not — get garbage out.

We test:
• Valid vs invalid data
• Edge cases (zeroes, extremes, weird Unicode stuff)
• Injection attempts (prompt injection, SQL, code)

You wouldn’t release a calculator that’s right 60% of the time — so why let your AI off the hook?

We:
• Compare predicted vs expected results
• Measure accuracy, precision, recall, or BLEU/F1 scores, depending on model type
• Benchmark model performance across test setsWe don’t want 100% perfection.

But we do want 98%+ confidence that your AI won’t embarrass you.

Does your model know when it does something wrong?

We test:
• How it handles low-confidence outputs
• Whether it flags uncertain cases instead of bluffing
• If fallback logic is in place (especially for high-risk decisions)

No one likes an overconfident AI.

We verify your AI plays nice with:
• Frontends (apps, web, dashboards)
• Backends (databases, APIs)
• Orchestration tools (pipelines, workflows)

An AI that gives the right answer to the wrong system is still broken.

We check for:
• Data leaks
• Confidential information exposure
• Prompt injection risks
• Compliance issues (GDPR, HIPAA)

AI can “accidentally” reveal things. We make sure it doesn’t.

We simulate bad actors, confused users, and messy real-world input.

Why?
Because the real world is chaotic, and your AI needs to be tougher than it looks.

Will your AI break under pressure?

We measure:
• Response times under normal and peak loads
• System resource usage
• Graceful fallback under strain

If it can’t handle traffic, it’s not ready for production.

Group 51

Big Trouble

Industries Where One Bad AI
Output Can Cause Big Trouble

Fintech

AI thinks a scam is “probably fine”

Healthcare

Chatbot prescribes cheese

HR Tech

“Hires” the most biased answer

Legal

Cites Harry Potter in court

Group 52

Worst Nightmare

Why BetterQA Puts Your AI in Check

AI Testing Checklist Did You Actually Do These?

Group 48

Your Styled Text AI isn’t sentient. But your users are. They will notice.

And they’ll tweet about it.

Form Image
Make your choice here
What best describes your role?
I’m the Boss (i.e. CEO, Founder, Business Owner)
I’m an Employee (i.e. Sales Director, Marketing Manager)
I’m doing research for my boss / friend / manager
Form Image
What’s your business model?
B2B: My clients are businesses and business owners
B2C: My customers are mostly individual consumers
MLM: I’m mainly involved in Network Marketing
Form Image
What is your industry?
Form Image
What are your challenges:
Are the development team’s costs burning a hole in your budget?
Are you not satisfied with the quality of your product releases?
Have you experienced costly service disruptions due to software issues?
Do defects caught late cause delays in your releases?
Are expensive fixes in production impacting your budget?
Are you concerned about compliance and security vulnerabilities?
Other
Form Image
How established are you?
Less than $15k per month
More than $15k per month
Great! Now, let’s schedule a meeting to discuss how we can provide you with a complimentary consultation service. Need to go back?