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A negative review from a platform user.
Tl; dr – good things ahead
Look, I'll say it: Abacus ai kind of price madness. Like, literally wild. For $10/month, you get access to every major AI model out there – GPT-5.1, Claude Opus 4.1, Gemini 3.0 Pro, Grok-4, the whole lot. Compare that to pay $20 for ChatGT Plus, $20 for Claude Pro, and another $20 for Gemini
But that's not the case with models. This thing is packed with features that actually feel useful, not just sales.
Chatllm groups: Your new Ai Swiss Army knife
What makes it special
Chatllm is basically what happens when someone asks, “What if we just put everything in one place?” And honestly? It works.
Buffet model
- You get access to 18+ ARTS llms, and they add new ones within 24-48 hours of release.
- There's this “tweaked” thing that chooses the best model for your job (surprisingly new about it)
- Generous usage limits-like, actually giving. We speak thousands of messages before hitting any walls.
A toolbox that keeps giving
- Document analysis That doesn't suck: upload pdfs, word documents, Powerpoints, whatever. It actually understands context and can have honest conversations about your files
- Web integration: Finally, an AI that knows what's going on behind the scenes of its training
- Image generation: Flux.1 Pro, DALL-E, Ideogram, for rent – all the good stuff in one place
- Video generation: Sora-2, Veo-3, KlingAi, Lungala. Yes, you can make videos now
- A playground for code: Built-in editor useful for real work
- A coexistence document: Make your AI scripts sound less … ai-scripted. It has a professional, humorous, and caring tone
A collaborative group of groups
This is where chatllm really shines when working with others:
- Unlimited team members (seriously, no cap)
- Shared conversations and projects
- Integration with Google Drive, slack, merge, groups, Gmail—all the usual suspects
- Custom chatots that you can train on your data
- Mobile apps (iOS & Android) with amazing voice mode
Real talk: The value proposition
At $10/user/month, this is a no-brainer if you're already paying for multiple AI subscriptions. The first month is usually free, and you can cancel at any time. Your data is encrypted, not used for training, and is SOC-2 type 2 and HIPAA compliant.
Usage limits are about 10X found in other services. I've thrown thousands of messages into it without hitting the rate limit (unless you're always uploading large attachments).
Depagent: Sh*T”
Depagent is where things really get interesting. This isn't just a chatbot—it's an autonomous AI agent that can actually do things without you holding its hand every step of the way.
What exactly can it do?
Build real plans
- Full Web applications with integration of money (line), information, and verification
- Interactive dashes draw live data
- Double-sided markets, mini-saas apps, and games with leaderboards
- It's not just generating code—it's running functional applications
Research and in-depth analysis
- RECOMMENDED MOST LEARNING SONG with appropriate ratings
- Produces special grade reports (market research, financial analysis, academic papers)
- It can run DCF models, analyze annual reports, and create investment portfolios
- Orchestrates “expert discussions” of complex topics (such as neuroscientists and philosophers arguing)
Automatic actually works
- Automatic work applications from your profile
- Redesigned browser workflow (login, download invoices, update spreadsheets)
- Build APIs on the fly (invoice intelligen, sentiment analysis)
- Handle inbound, email campaigns and customer support inquiries
- It integrates with Jira, Slack, Gmail, and Google Workspace
Content Creation
- Create powerful rag dialogs from your documents/pdfs
- Creates AI videos with lip-sync (impressive)
- Creates content for social media (reels, posts, best article recommendations)
- He makes presentations on data visualization
Code & Development
- Developing features and increasing prs on github
- Reviewing Code and adding suggestions
- Audit repos for risk
- Works on open source projects
Construction (for nerds)
Depagent uses a set method:
- Perception layer: Structured Engests / Random Data
- The editing layer: Creates long-term plans using goal-oriented LLMS
- Execution layer: You actually do the work with tools, apis, and integrations
- Memory layer: Saves context across sessions
- Loop reinforcement: Learning from results to improve
It's truly autonomous – you give it a goal, and it finds the steps, can produce them, and learn from the results.
Abacus Ai Enterprise: Big league stuff
If you run a business and need a serious AI infrastructure, the business platform is where abacus truly transforms.
What you get
Full AI stack
- End-stage Mlops (data entry → example training
- Real-time data processing and streaming
- Custom LLM training and deployment
- Automatic model recovery and feature recovery
- Model monitoring with Drift detection
AI Super Assistant for your entire company
- Every employee has access to an AI assistant
- It works across chat, code, voice, images, and video
- It integrates with your existing systems and data
Predictive and special AI
- Prediction and observation
- Anomaly detection
- Custom engines
- Fraud Detection and Security
- Vision ai with image functions
- Language Ai (NLP, Behavioral Analysis, Q & AI Systems)
- Discrete planning (scheduling, resource allocation, tendering)
Engineer – friendly
- No options / low code for beginners
- Python SDK and CLI for advanced users
- Seamless integration with existing data infrastructure
- Full API access
Who
The business is designed to:
- Selling: Personalized recommendations, search prediction, Churn prediction
- Support with money: Fraud Detection, Risk Management, and Financial Forecasting
- Marketing and sales: Lead scoring, customized promotions, revenue forecasting
- Health Care and Productivity: Functional performance
- Yot: Device Monitoring and Prediction Failed
Security and Compliance
They take this seriously:
- Enterprise-grade encryption
- GDPR and SOC 2 Compliance
- Instance-Based Access Controls
- Complete audit trails
- Private Model Delivery
Actual price check
Business pricing is standard (starting around $5k/month for full API access). That's not cheap, but when you compare it to building your own ML infrastructure or paying for multiple AI tools, it's actually quite competitive.
Things no one tells you (but they should)
Good
- Integration is important: one subscription instead of 3-5 others is really free.
- They ship quickly: new models appear within days of release
- Mobile apps are solid: Voice mode actually works well
- Data privacy is legal: Your material is not used for training
- Depagent is truly impressive: When it works, it's mind-blowing
Who should use this?
Complete:
- Solo Developers and Indie Maker
- Small-to-medium teams need AI outside of the data science department
- Anyone paying for multiple AI subscriptions
- Businesses want to consolidate the use of AI
- Teams need collaborative elements
Maybe not that:
- Absolute beginners who just want a simple conversation (can be difficult)
- Academic / Research Labs need high GPU control
- Teams have zero tolerance for occasional hiccups
- People who need quick support, white-gloves 5/7
Final verdict: Is it worth it?
Chatllm groups for $10/month? Absolutely yes. Even with the occasional quirks, the value is undeniable. You get access to all of the great AI models, a ton of valuable tools, and group collaboration features all under one chatgpt subscription.
With Depagent? If you're on the pro tier ($20/month), it's a game changer for automation and complex tasks. The basic Tier's limitations can frustrate heavy users, but it's still impressive.
For business? If you're a business that needs a serious AI infrastructure and you're comparing it to building your own or bundling together multiple enterprise tools, it's worth a serious look. Custom pricing means you'll have to negotiate with sales, but the platform is comprehensive and well-built.
Bottom line
Abacus ai is doing something truly interesting: making cutting-edge AI accessible and affordable without compromising it. Yes, there are rough edges. Yes, support could be better. But the basic product is very good, and the price specification is hard to beat.
If you're already in the ai ecosystem and paying for a lot of tools, give chatllm groups a shot. The first month is free anyway, so you have nothing to lose.
And if Pedaagent can create a functional web application or change your work plans while you grab a coffee? That's right… the chef's hug.
Rating: 9/10
Updated November 2025 | The platform continues to evolve rapidly
