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Token Monster, a brand new AI chatbot platform, has launched its alpha preview, aiming to alter how customers work together with giant language fashions (LLMs).
Developed by Matt Shumer, co-founder and CEO of OthersideAI and its hit AI writing assistant Hyperwrite AI, Token Monster’s key promoting level is its skill to route person prompts to the very best accessible LLMs for the duty at hand, delivering enhanced outputs by leveraging the strengths of a number of fashions.
There are seven main LLMs presently accessible by Token Monster. As soon as a person varieties one thing into the immediate entry field, Token Monster makes use of pre-prompts developed by iteration by Shumer himself to routinely analyze the person’s enter, resolve which mixture of a number of accessible fashions and linked instruments are greatest suited to reply it, after which present a mixed response leveraging the strengths of stated fashions. The accessible LLMs embrace:
- Anthropic Claude 3.5 Sonnet
- Anthropic Claude 3.5 Opus
- OpenAI GPT-4.1
- OpenAI GPT-4o
- Perplexity AI PPLX (for analysis)
- OpenAI o3 (for reasoning)
- Google Gemini 2.5 Professional
In contrast to different chatbot platforms, Token Monster routinely identifies which LLM is greatest for particular duties — in addition to which LLM-connected instruments could be useful resembling net search or coding environments — and orchestrates a multi-model workflow.
“We’re simply constructing the connectors to every little thing after which a system that decides what to make use of when,” stated Shumer.
For example, it would use Claude for creativity, o3 for reasoning, and PPLX for analysis, amongst others. This strategy eliminates the necessity for customers to manually select the fitting mannequin for every immediate, simplifying the method for anybody who desires high-quality, tailor-made outcomes.
Function highlights
The alpha preview, which is at the moment free to join at tokenmonster.ai, permits customers to add a spread of file varieties, together with Excel, PowerPoint, and Docs.
It additionally contains options resembling webpage extraction, persistent dialog periods, and a “FAST mode” that auto-routes to the very best mannequin with out person enter.
On the coronary heart of Token Monster is OpenRouter, a third-party service that acts as a gateway to a number of LLMs, and into which Shumer has invested a small sum, by his admission.
This structure lets Token Monster faucet into a spread of fashions from completely different suppliers with out having to construct separate integrations for every one.
Pricing and availability
As of proper now, Token Monster doesn’t cost a flat month-to-month price.
As an alternative, customers solely pay for the tokens they eat by OpenRouter, making it versatile for various ranges of utilization.
Based on Shumer, this mannequin was impressed by Cline, a software that allows high-spending customers to entry limitless AI energy, permitting them to realize higher outputs by merely utilizing extra compute sources.
Multi-step workflows produce richer LLM responses
Token Monster’s AI workflows prolong past easy immediate routing.
In a single instance, the chatbot would possibly begin with a analysis section utilizing net search APIs, move that information to o3 for figuring out data gaps, then create an overview with Gemini 2.5 Professional, draft textual content with Claude Opus, and refine it with Claude 3.5 Sonnet.
This multi-step orchestration is designed to supply richer, extra full solutions than a single LLM would possibly be capable of generate alone.
The platform additionally contains the flexibility to avoid wasting periods, with information securely saved utilizing the open supply on-line database service Supabase. This ensures that customers can return to ongoing initiatives with out shedding their work, whereas nonetheless giving them management over what information is saved and what’s ephemeral.
A non-traditional CEO
In a notable experiment, Token Monster’s management has been handed over to Anthropic’s Claude mannequin.
Shumer introduced that he’s dedicated to following each resolution made by “CEO Claude,” calling it a take a look at to see whether or not an AI can handle a enterprise successfully.
“Both we’ve revolutionized administration endlessly or made an enormous mistake,” he wrote on X.
Rising from the Reflection 70-B controversy
Token Monster’s launch comes lower than a yr after Shumer confronted controversy over his launch and supreme retraction of Reflection 70B, a fine-tuned model of Meta’s Llama 3.1 that was initially touted as essentially the most extremely performant open supply mannequin on the earth, however which shortly grew to become topic to criticism and accusations of fraud after third-party researchers have been unable to breed its acknowledged efficiency on third-party benchmark checks.
Shumer apologized and stated the problems have been born out of errors made as a consequence of velocity. The episode underscored the challenges and dangers of fast AI growth and the significance of transparency in mannequin releases.
MCP integrations coming subsequent
Shumer stated his workforce on Token Monster can be exploring new capabilities, resembling integrating with Mannequin Context Protocol (MCP) servers that enable web sites and corporations to have LLMs make use of their information, instruments, and merchandise to realize higher-order duties than simply textual content or picture technology.
This might allow Token Monster to attach with a person’s inside information and providers, opening potentialities for it to deal with duties like managing buyer assist tickets or interfacing with different enterprise programs.
Shumer emphasised that Token Monster continues to be very a lot in its early levels. Whereas it already helps a collection of highly effective options, the platform stays an alpha product and is predicted to see fast iterations and updates as extra customers present suggestions. “We’re going to maintain iterating and including issues,” he stated.
A promising experiment
For customers who need to make the most of the mixed energy of a number of LLMs with out the trouble of mannequin switching, Token Monster may very well be an interesting alternative. It’s designed to work for individuals who don’t need to spend hours tweaking prompts or testing completely different fashions themselves, as an alternative letting the system’s automated routing and multi-step workflows deal with the complexity.
As Token Monster’s capabilities develop, will probably be fascinating to see how customers and companies undertake it — and the way its experiment with AI-led administration pans out. For now, it’s a promising addition to the quickly increasing panorama of AI chatbots and digital assistants.
