AutoBots

Agents that get
better every run.

Recursively self-improving agents automate all your workflows and are constantly improving over time. Each run gets better than the last, and you can give them tips and hints to commit to memory.

$10 $7 for the first month, then $10 billed monthly

  • Cancel anytime
  • Your data never trains models

Example run

Invoice matching agent

  • Run 1 62% of invoices matched
  • Run 2 84% · learned: skip drafts
  • Run 3 97% · learned: vendor aliases

Tips committed to memory: 2

How it improves

Every run builds on the last.

It runs

Give it a measurable goal. It plans and executes on its own schedule.

It reviews its own result

After each run it scores its work against the goal.

It keeps what worked

What worked goes into a playbook for the next run, with any tips you give it.

What you get

Set the goal. It does the rest.

Self-Improving Every Run

Progress is tracked run over run with real metrics.

Always Running

Runs hourly, daily or weekly in the background.

No Human-In-The-Loop

Check in when you like. You never have to.

Fully Autonomous

Plans, executes and grades its own work.

Examples

Goals people put on autopilot

Engineering

Self-Improving Agent That Fixes Bugs

An always-on agent that keeps your app bug-free 24/7 — finding and fixing bugs autonomously and getting better with every run.

Trading

Profit-Maximizing Trading Agent

Set a measurable profit goal and let a self-learning trading agent research, execute, and adapt its strategy based on what works.

YouTube

Self-Improving YouTube Optimizer Agent

Put your YouTube growth on autopilot — the agent tracks real metrics over time and refines its approach on every run.

Sales

Adaptive Lead Scoring Agent

Train an AI that learns which leads close, building a persistent playbook across runs to help you close more deals.

Twitter

Self-Learning Twitter Growth Agent

Learns your Twitter voice, interests, and goals—then researches what's gaining momentum, crafts timely tweets, and builds a playbook for growing your account.

YouTube

Autonomous YouTube Influencer Agent

Turns your video library into a growth lab—testing one thumbnail or metadata variable at a time, then compounding every win into a channel-specific playbook.

Questions, answered

What are Abacus AI Self-Improving Agents?

Abacus AI Self-Improving Agents are fully autonomous AI agents that automate your workflows and are constantly improving over time. You give an agent a measurable goal, and it plans, executes, grades its own performance, and refines its approach — so each run gets better than the last.

What does "self-improving" mean?

Every time an agent runs, it evaluates its own output against the goal you set, scores its performance, and learns what worked and what did not. Those learnings carry forward into a persistent playbook, so the agent adapts its strategy based on real results and each run tends to be better than the last.

Do I need to stay involved while an agent is running?

No. Self-Improving Agents are designed to operate with no human in the loop. Once you set a measurable goal, the agent plans and executes on its own, grades its own work, and adjusts for the next run. You can check in on progress or drop in tips whenever you like, but you are never required to.

How much does it cost, and what is included?

Abacus AI Self-Improving Agents are available for $10/month, and your subscription includes all of ChatLLM and Abacus AI Agent — the full products, not trials or limited versions.

With ChatLLM, the AI super-assistant, you get access to all the state-of-the-art LLMs including GPT-6 Astra, GPT-6.1 Sol, Sonnet 5.5, Opus 5.5, Fable 5.1, Gemini 4 Argon, Grok 4.7, Qwen 3.8 Max, DeepSeek v4.1, Kimi K3.1 Pro, GLM 5.3 and 20 other closed and open source models, plus the top image and video generators, document and data analysis, web search, and team collaboration tools.

With Abacus AI Agent, our general-purpose AI agent, you can build and host apps, create presentations, run deep research, and automate pretty much any task — all in one $10/month subscription.

How is my data protected?

We don't use your data for training, it is encrypted at rest and in transit, and Abacus.AI maintains enterprise compliance including SOC-2 Type-2 and HIPAA.

FAQ

Trusted by teams at

  • NBA
  • NetApp
  • FactSet
  • DHL
  • Autodesk
  • American Eagle Outfitters
  • Confluence
  • Boot Barn
  • Exxon
  • Jazz Pharmaceuticals
  • Joyson Safety Systems

Sign up to ChatLLM to proceed

Get more access to ChatLLM and unlock powerful AI Agent capabilities

Access to 100+ AI models including Fable 5.1, GPT 6 Astra and Seedream 2.0

Get Started
$10 $7
1st Month Discount First month then, $10/month
Models
100+ AI & Image Models
Vibe Code
Vibe Code Apps
General Purpose Agent
General Purpose Agent
CLI + CoWork
CLI + CoWork
SuperComputer
SuperComputer
Learn more