Turn business strategy into reliable Frontline AI

The Reality Check

What are you afraid of?

Security & Liability

Hallucinations, prompt injections, and AI agents making destructive system updates can hurt user trust and disrupt core operations.

Brand Damage

Unpredictable AI behavior that deviates from your brand voice and established enterprise policies.

Lost Revenue

Passive bots that miss buying signals and fail to guide users to the right purchase — while unchecked inference costs erode margins.

Falling Behind

Rivals scaling with generative AI while you remain stuck on legacy systems because generic bots are unsafe.

The Problem

Most AI agents are a Black Box.

Building a basic agent is easy. But for sensitive industries, unpredictable AI is a liability. You can't manage what you can't measure.

That's why we didn't just build an AI agent. Our core is an enterprise-grade Quality Engine that drives continuously self-improving agents.

Black box illustration — scattered AI components with no visibility

Capabilities

CX agents that Sell, Support, and Serve

Proactive Sales & Growth

Unlike passive chatbots, Mentiora agents actively identify needs and guide users to the right purchase. They act like a highly trained advisor — proactively guiding users to the right plan, product, or upgrade, but blocked from giving unapproved advice or making unauthorized promises.

Reliable Frontline Support

Elevate your CX by handling complex tier-1 support inquiries instantly. The agent resolves issues by strictly following your operational playbook, delivering factual, policy-driven answers instead of just telling the user what they want to hear.

Enterprise-Grade Safety

Built for sensitive industries, Mentiora’s engine continuously benchmarks behavior against your guidelines. Custom AI judges evaluate responses to actively safeguard against real-world AI risks like hallucinations, sycophancy, and brand damage.

Architecture

Growth your team wants. Safety your CTO demands.

Mentiora sits between your application and the AI models, supervising every interaction in real time. Deploy end-to-end agents or plug into your existing stack for instant quality control.

Mentiora architecture — CX application, models, and Mentiora Core

How It Works

Deploy with Confidence

1

Evaluate against objectives

AI judges, built from your business goals, product requirements, and brand standards, review every message instantly.

2

Apply guardrails automatically

Mentiora enforces guardrails that prevent prompt injections, sycophancy, and off-policy advice before they reach the user.

3

Compound value

Mentiora connects message quality to real results and feeds those learnings back into the decision system to continuously improve it.

BASELINE
User
6 weeks postpartum, mild diastasis. Need a 20-min workout.
Start with jump lunges and burpees.
User
And nutrition?
Aim for 1,200 calories.
Message
MENTIORA
User
6 weeks postpartum, mild diastasis. Need a 20-min workout.
Low-impact: gentle core rehab + controlled strength. No jumping.
User
And nutrition?
Balanced approach without aggressive restriction.
Message
BASELINE
User
What's our margin deficit?
Do you mean for a specific period, region?
User
Q4 in EMEA.
I don't have enough info.
Message
MENTIORA
User
What's our margin deficit?
The margin deficit is $2,750,000.
SourceBrokerage Margin Call (Jan 24)
User
How should we address it?
Liquidate underperforming positions or transfer from reserves.
Message

Partners

Trusted by leading AI enterprises

We partner with companies in sensitive, high-scale industries where AI quality is not optional.

Flo Health
Finom
Unique
Mentiora turned our AI from not-ready-to-ship into production-grade — across safety and usefulness — faster than anything else we tried.
Roman Bugaev

Roman Bugaev

CTO, Flo Health

World's #1 Health & Fitness app · 420M+ users

Measured Impact

Proven Quality Impact

Legacy Setup

Insufficient for Support

Model Reliability
FAIL0%
Policy Compliance
FAIL0%

With Mentiora

Production Ready

Policy Compliance
+32%0%
Resolution Quality
+45%0%

Quality Comparison

Policy Compliance

Baseline
0%
Mentiora
0%

Resolution Quality

Baseline
0%
Mentiora
0%

Why teams choose Mentiora

Built for ROI

Our evaluation metrics are customized to your specific KPIs, whether that’s revenue, retention, or resolution speed. You measure quality in actual business outcomes, not just AI tokens.

Platform + Partner

Deploying AI safely takes more than just software. We provide the expert guidance needed to drastically reduce your time-to-market, moving you rapidly from pilot to a reliable production rollout.

Secure by Design

Built for the enterprise. Your evaluation data is completely isolated to your organization, providing the full transparency required for strict audits, governance, and compliance reviews.

The Team

The team behind Quality

Alexander Taboriskiy

Alexander Taboriskiy

CEO & Founder

ex-Google DeepMind Gemini App Quality Lead

Nik Zherebtsov

Nik Zherebtsov

Engineering Lead

ex-Google Search/Assistant Infra

Dr. Lokesh Mishra

Dr. Lokesh Mishra

Chief AI Officer

Ph.D. in NLP/ML ex-Zalando, IBM Research

Adrian
Agustina
Dmitrii
Ivan
Johannes
Leonid
Piotr
Tatiana

Meet the full team

People building the future of AI quality

View all

Ready to deploy AI that actually works?

Let us analyze your AI integration and deliver actionable insights on how to improve safety, usefulness, and revenue impact.

Contact Us