Andrew Maryasov — AI consultant for business owners
AI amplifies thinking
— it doesn't replace it.
I'm Andrew Maryasov. I help owners and teams think about AI strategically: where it gives leverage and where it's just noise. No hype, on the side of common sense. Behind me — 1,500+ CRM and automation projects (Auspex) and 28 AI projects.
Practitioner, not a theorist.
Andrew Maryasov. AI consultant and founder of Auspex and Grow2.ai. I don't rehash other people's AI articles — I build agents in production and run my own fleet of AI systems every day. So I advise from the position of someone who does the work, not someone who read about it.
- Multi-agent systems, voice and vision agents, RAG on the client's knowledge base
- A custom orchestrator of ~17 agents and an autonomous AI sysadmin — in daily use
- Founder of Auspex (CRM automation) and Grow2.ai (AI agents + community)
One practitioner. Four doors.
We build the strategy together. Implementation I delegate down — to my own brands, where there's a team and the exact experience for your task.
Advisory
A personal AI advisor: we find where AI gives leverage to your business specifically, and build the strategy. This is my personal time.
How we workBlog
Analysis, opinions and honest breakdowns: where AI really changes business, and where it's just marketing. Where to start.
To the blogAuspex
CRM automation and process implementation for SMBs. If the pain is chaos in sales and operations.
auspex.companyGrow2.ai
AI agents, consulting and community. If you need an agent for a specific process — this is the place.
grow2.aiLatest articles.
Watermarks in AI Text: What They Prove and What They Don't
A watermark, an AI detector and C2PA provenance: three different mechanisms that keep getting mixed up. None proves what people expect. A breakdown from primary sources and what Article 50 of the AI Act really requires.
Where Your Agent's Intelligence Lives: Harness or Weights
Inherent trained Faraday, a 27B model: the same five-tool harness, only the weights differ — and it beats flagship models on 73% of in-distribution tasks (60% of held-out ones).
Your Agent Monitor Measures Accuracy. Researchers Measure Evasion
Evasion is the share of successful covert actions a monitor didn't flag. In the Iterative VibeCoding benchmark the weakest missed 93%. How to count the denominator.
What AI will do,
and what it won't.
An honest line — so you're not let down. AI is a tool, not magic.
+ An AI agent will
- Answer routine questions 24/7
- Qualify leads against your criteria
- Save 60–80% of time on routine work
- Scale without new hires
- Work outside business hours
× An AI agent won't
- Replace strategic thinking
- Build relationships with your clients
- Be 100% accurate without oversight
- Fix a bad product
- Work without your expertise
Think about AI together.
2–3 emails a month: concrete prompts, real cases, honest takes on AI news. No hype, no fluff.
Need a personal take on your situation? Personal advisory →