# Toku launches Makimoto Flows, a visual builder for speech AI pipelines, taking its open-source initiative beyond transcription

- Link: https://www.thailand-business-news.com/pr-news/toku-launches-makimoto-flows-a-visual-builder-for-speech-ai-pipelines-taking-its-open-source-initiative-beyond-transcription
- Published: 2026-10-21T11:45:00+07:00
- Author: PR Newswire

_Developers can chain transcription, summarisation and call tagging on one canvas,
test each step and export the pipeline as code, with every step processed in Singapore_

SINGAPORE, Oct. 21, 2026 /PRNewswire/ — [Toku Ltd.](https://toku.co/) (SGX: TKU),
a Singapore-headquartered AI-powered customer experience (CX) platform, has launched
Makimoto Flows ("Flows"), a visual builder within its open-source conversational
AI initiative where developers assemble speech AI pipelines block by block and test
each stage on a recorded call. Flows is now live at makimoto.ai.

 [](https://mmx.prnasia.com/media/MS2017682/20261020212057EDT_image_1.jpg?id=OA3031021&p=medium600)

On the Flows canvas, developers connect blocks to build a speech AI pipeline and
test each step individually. The Transcribe block converts audio into text using
Kawa, the Summarise block generates a topic and short summary from the transcript,
and the Tags block classifies each call across seven categories, including customer
sentiment. Developers can see how audio moves from transcription to analysis, and
control how each stage connects and runs. Every block runs in Singapore, so audio,
transcripts and the resulting analysis stay in-country.

The Chained Analysis starter template puts these blocks together in one click, and
developers can adjust any block and rerun it to compare results. Each block maps
to a Makimoto API endpoint, and any flow can be exported as ready-to-run Python 
code, so developers can take the same capabilities into their own code for applications
such as call recaps and call triage.

"Developers should have control over how their voice AI works, from the models they
use to the way each stage connects. That is the principle behind Makimoto. Flows
puts the orchestration layer in front of them: they can build a pipeline, run a 
recorded call through it and see what each step produces before anything reaches
their customers. Models will keep changing. The ability to compose them, and to 
know where they run, is what lasts," said Thomas Laboulle, Founder and CEO at Toku.

Flows builds on the composable architecture Toku set out when it introduced Makimoto
in April 2026, and takes the initiative beyond transcription. Kawa, released on 
schedule on 1 July 2026, established the transcription layer through a Singapore-
hosted API; summarisation and tagging endpoints followed in September; Flows now
lets developers compose them visually. Next, Makimoto plans to add audio preparation
blocks, starting with noise filtering, giving developers more control over how recordings
are processed before transcription.

By pairing open-source development with enterprise-grade deployment, Makimoto complements
Toku’s existing customer experience platform and supports long-term innovation opportunities
across the Group’s AI roadmap.

Developers can create a free account at makimoto.ai, open the Chained Analysis template
and run a sample recording, or one of their own call recordings, through it; each
account includes 1,000 free minutes. Feedback reaches the Makimoto team directly
from the portal.

**About Toku**

Headquartered in Singapore, Toku Ltd. (SGX Catalist: TKU) is a cloud-native, AI-
powered customer experience platform purpose-built for enterprises operating in 
complex, multi-market environments. With deep roots in the APAC region and an expanding
global footprint, Toku’s modular 360° CX Platform orchestrates customer interactions
across voice, chat, email and digital channels while managing regulatory, linguistic
and infrastructure complexity at scale.

Built on end-to-end ownership of its technology stack, from carrier-grade connectivity
to AI applications, Toku delivers enterprise-grade security, reliability and deployment
flexibility in commercial cloud, private data centres and hybrid environments. Its
AI capabilities include transcription, summarisation, sentiment analysis, conversation
analytics and governed virtual agents, designed to integrate seamlessly with enterprise
systems and customer data.

Trusted by leading enterprises and public-sector organisations, Toku helps organisations
streamline operations, scale customer engagement and deliver consistent experiences
in fragmented markets worldwide.

For more information about Toku, visit toku.co.

**About Makimoto**

Makimoto is Toku’s open-source initiative, operated through Makimoto Technology 
Pte Ltd, a wholly owned subsidiary of the Toku Group, dedicated to building composable
conversational AI infrastructure for Asia-Pacific. Its releases include Makimoto
Kawa, a Singapore-hosted transcription API; summarisation and tagging endpoints;
and Makimoto Flows, a visual builder for composing speech AI pipelines. For more
information about Makimoto, visit makimoto.ai.

**Forward-Looking Statements**

This press release contains forward-looking statements regarding Toku’s expansion
plans, business strategy and planned product releases. These statements are based
on current expectations and assumptions and are subject to risks and uncertainties
that could cause actual results to differ materially. Toku undertakes no obligation
to update these statements to reflect subsequent events or circumstances.

**Sponsor’s Statement**

Toku Ltd. (the "Company") was listed on Catalist of the Singapore Exchange Securities
Trading Limited (the "Exchange") on 22 January 2026. The initial public offering
of the Company was sponsored by PrimePartners Corporate Finance Pte. Ltd. (the "
Sponsor"). This press release has been reviewed by the Sponsor. It has not been 
examined or approved by the Exchange and the Exchange assumes no responsibility 
for the contents of this press release, including the correctness of any of the 
statements or opinions made or reports contained in this press release. The contact
person for the Sponsor is Ms. Ng Shi Qing, 16 Collyer Quay, #10-00 Collyer Quay 
Centre, Singapore 049318, [sponsorship@ppcf.com.sg](https://www.thailand-business-news.com/pr-news/sponsorship@ppcf.com.sg).

**Investor Relations Contact:[investor.relations@toku.co](https://www.thailand-business-news.com/pr-news/investor.relations@toku.co)

**Developers and Partners:[contact@makimoto.ai](https://www.thailand-business-news.com/pr-news/contact@makimoto.ai)

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