SmartMatch by HokAI

Smart Match is a tool-recommendation feature on the Hokai hub that converts a free-form description of the work you are trying to get done into explicit constraints, asks a few short follow-up questions, and then names three tools with an explanation of why each one made the list.

What is Smart Match?

Smart Match is a shortlist generator that takes a messy, plain-language description of a task as its input and returns a ranked set of three named tools as its output. It runs in the browser as part of the Hokai hub at hokai.io/hub/smart-match and is made by Hokai. Rather than browsing a directory manually, you describe the work in your own words and the tool structures that description into constraints before recommending anything.

What makes Smart Match stand out?

• Free-text intake — you describe the work in your own words, and the page explicitly states that messy input is fine.
• Constraint extraction — the description is turned into explicit constraints rather than being matched on keywords alone.
• Short clarifying questions — after the initial description, Smart Match asks a few short questions before producing results.
• Three-tool shortlist — the output is exactly three named tools, not an open-ended list.
• Reasoning per pick — each of the three tools comes with an explanation of why it made the list.
• Signals it uses — team size, budget, and what is currently annoying you all feed into the match.
• Single entry point — the flow starts from one prompt, "What are you trying to get done?", and ends with a "Get my shortlist" action.

Who should use Smart Match?

• Small teams choosing a stack — a team that knows its size and budget but not which tool fits can describe the job and get three candidates with reasons.
• Buyers frustrated with a current tool — someone who can articulate what is annoying them right now gives Smart Match a concrete signal to match against.
• Anyone starting from a vague brief — people who cannot yet write a formal requirements list can start from a messy description and let the constraints be extracted for them.

Use cases

• Tool selection from a rough brief: describe the work in your own words, answer the short follow-up questions, and receive three named tools with the reasoning behind each pick.
• Budget- and team-size-aware matching: supply team size and budget so the shortlist reflects those constraints instead of generic popularity.
• Replacing a tool that is not working: state what is annoying you right now to steer the shortlist away from the same class of problem.

How does Smart Match work?

You start by answering "What are you trying to get done?" in free text. Smart Match turns that description into explicit constraints, asks a few short questions, and then names three tools along with why each one made the list. Team size, budget, and current frustrations are the inputs that shape the result, and the flow ends with a "Get my shortlist" action.

FAQ

Is Smart Match free to use?

The page does not state a price for Smart Match. It only notes that cookies are used for authentication and anonymous usage analytics, with a link to Hokai's privacy policy and a choice to reject analytics or accept.

How many tools does Smart Match recommend?

Smart Match names three tools and explains why each one made the list. It is a shortlist rather than a full directory listing, so you get a small set of candidates with reasoning instead of an unfiltered set of options.

What information does Smart Match need from me?

You describe the work in your own words, and the page notes that messy input is fine. Team size, budget, and what is annoying you right now all help, and Smart Match asks a few short questions after the initial description.

Does Smart Match explain why it picked a tool?

Yes. Each of the three recommended tools comes with an explanation of why it made the list, so the shortlist is accompanied by reasoning