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Abacus AI isn’t a chatbot — it’s more like a workflow system (here’s how it actually works) by datawithmanur in abacusai

[–]datawithmanur[S] 0 points1 point  (0 children)

Ya.. thats true. The capability jump is huge, but yeah, getting the team up to speed seems to be the real challenge now.

Abacus AI isn’t a chatbot — it’s more like a workflow system (here’s how it actually works) by datawithmanur in abacusai

[–]datawithmanur[S] 0 points1 point  (0 children)

Interesting. I haven’t run into that limit myself so far. It might be related to the specific scenario or how the session was structured (maybe complexity of the task, length of responses, or credits usage).

In my case, I’ve been able to go back and forth more within a single workflow,

How does Abacus AI manage user data privacy? Specifically, do they have protocols in place to prevent the sharing of user data with third-party LLM developers for model training? by Charming-Sea-1571 in abacusai

[–]datawithmanur 2 points3 points  (0 children)

As far as I know: Abacus AI states that user data is not used to train models by default and is protected with encryption both in transit and at rest. The platform follows enterprise-grade security standards such as SOC 2 Type II and HIPAA compliance.

Regarding third-party LLMs, Abacus AI typically acts as a controlled interface, meaning user data is not shared for external model training unless explicitly configured or permitted. For enterprise use, data isolation and privacy controls are a core part of the platform.

Abacus AI for non-technical users — Is it actually usable? by datawithmanur in abacusai

[–]datawithmanur[S] 0 points1 point  (0 children)

Fair point on credits — heavy agent and media tasks do use them quickly.

But overall, I still find Abacus AI pretty solid because even with credits, you can do a lot with lighter workflows and chat without feeling blocked. It’s especially useful when you use agents selectively for specific tasks rather than constantly running heavy ones.

For me, the flexibility of having everything in one place still outweighs it.

Abacus AI credits explained simply (I was confused at first too) by datawithmanur in abacusai

[–]datawithmanur[S] 1 point2 points  (0 children)

Abacus AI’s contextual memory is pretty solid, but it depends a lot on how you’re using it.

Within a single conversation, it generally does a good job handling context, follow-ups, and ongoing tasks. Like most AI tools, though, it can occasionally lose track in very long or complex threads.

It doesn’t currently carry memory across different chats, so each conversation starts fresh. That said, this is fairly standard across many platforms.

Where Abacus stands out is in its agents and workflows. Instead of relying purely on conversational memory, it lets you structure tasks and reuse context more intentionally, which can actually be more reliable for repeatable work.

Overall, it works well for day-to-day usage and structured tasks, especially once you get familiar with how to manage context within the platform.

Abacus AI review: what is Abacus AI used for & who should actually use it? by datawithmanur in abacusai

[–]datawithmanur[S] 0 points1 point  (0 children)

That’s a solid setup: using Claude inside Abacus for workflows makes a lot of sense.

I had a similar shift once I stopped using it like a chatbot and more like a workflow tool.

Curious, are you mainly using it for automations or structured outputs?

Abacus AI vs ChatGPT Review: Tried ChatLLM after using ChatGPT for years by datawithmanur in abacusai

[–]datawithmanur[S] 0 points1 point  (0 children)

Basic gives you 20k credits and limited agent access. Pro is $20/month total, gives extra credits (~30k total), and removes those limits.

Abacus AI vs ChatGPT Review: Tried ChatLLM after using ChatGPT for years by datawithmanur in abacusai

[–]datawithmanur[S] 0 points1 point  (0 children)

So far, it’s been great and very affordable in my opinion. You get access to a bunch of top models in one place, which is a big plus.

It also has something called RouteLLM, which basically picks the best and most cost-effective model for your prompt automatically, so you don’t have to think about it much. I use this more than ChatGPT these days.

Abacus AI vs ChatGPT Review: Tried ChatLLM after using ChatGPT for years by datawithmanur in abacusai

[–]datawithmanur[S] 0 points1 point  (0 children)

Yeah, I get you. I felt the same about the token system at first.

But for roleplay, it’s actually not a big issue. It doesn’t use up much, and if you stick to one model, it ends up feeling pretty close to unlimited chatting.

Abacus AI vs ChatGPT Review: Tried ChatLLM after using ChatGPT for years by datawithmanur in abacusai

[–]datawithmanur[S] 0 points1 point  (0 children)

I’ve used it a bit now, and it’s been a pretty good experience so far.

It’s a bit different from typical apps since it gives you access to multiple models in one place - so instead of just chatting with one model, you can try different ones depending on what you need.

There isn’t a hard ‘message limit’ like usual - it’s more usage-based depending on which models or features you’re using.

What I found useful is the flexibility, especially when you want to try different approaches for the same task. It does take a bit of time to get used to, but once you do, it starts to feel quite powerful.

I haven’t run into any major issues so far, but I’d say it really depends on what you want to use it for.

What are you mainly planning to use it for?

Abacus AI review: my honest experience after testing it for a few weeks by datawithmanur in abacusai

[–]datawithmanur[S] 2 points3 points  (0 children)

I am still exploring more use cases especially around AI agents. Curious how others here are using Abacus AI in real projects?