Connect with us

Technology

Constructor Named a Leader in IDC MarketScape for Worldwide Knowledge Discovery Software for External-Facing Use Cases 2024

Published

on

Report states: “Customers feel that transparency is one of Constructor’s key strengths, in terms of both support and AI technology”

SAN FRANCISCO, Dec. 5, 2024 /PRNewswire/ — Constructor, the leading AI-powered search and product discovery platform for enterprise ecommerce companies, today announced it has been named a Leader in the IDC MarketScape: Worldwide Knowledge Discovery Software for External-Facing Use Cases 2024 Vendor Assessment (Doc #US51813424, Nov. 2024).

In its definition of the market, IDC states that “search and knowledge discovery systems are software that can find, locate, and provide answers, knowledge, and product suggestions.”

The IDC MarketScape evaluated 13 vendors that address “use cases external to the organization, such as public-facing site search, customer support self-service search, and product/ecommerce search” — assessing them on two primary categories: capabilities and strategies.

Improving ecommerce product discovery

Ecommerce companies worldwide — including Under Armour, Petco, Sephora, Target Australia and more — rely on Constructor to create personalized, revenue-generating shopping experiences. With Constructor’s award-winning technology for product search, browse, recommendations and more, it’s easy for buyers to find the best items for them.

The report cited Constructor’s strengths in:

“Transparency: Customers feel that transparency is one of Constructor’s key strengths, in terms of both support and AI technology. Constructor provides proactive customer support, partnering closely with customers on road map features… It also provides strong explainability for its AI, helping admins understand why AI algorithms produce certain results or impacts.””Advanced tech with ease of use: Constructor provides advanced features such as AI-powered personalization, hybrid search reranking, and product catalog enrichment, in the form of easy-to-use tools intended for business users. Customers appreciated the simplicity and ease of use of Constructor’s offering.”

The next generation of product search

The IDC MarketScape further notes that “search and knowledge experiences are increasingly conversational. Natural language conversational interfaces are driving new expectations about user experiences, particularly when it comes to finding, discovering, summarizing, and deriving new insights from knowledge.”

The report cites Constructor’s AI Shopping Assistant (ASA) as an example of this new trend and rising imperative — a tool that “provides AI-powered conversational product search and discovery with personalization capabilities.” Recognized as a groundbreaking solution in the International Business Awards®, Convrt Awards for retail, and more, ASA enables shoppers on ecommerce sites to type their search queries in longform, natural language (e.g., “I’m going to a wedding in the Caribbean in August. What should I wear?”) and get results that make sense contextually, are in-stock, and are personalized to them.

“As generative AI is infused in more knowledge discovery products like Constructor’s, we see the knowledge discovery space changing and evolving,” said Hayley Sutherland, research manager, Knowledge Discovery and Conversational AI at IDC, and author of the IDC MarketScape. “Constructor provides advanced technology balanced with ease-of-use, helping more organizations to take advantage of features such as AI-powered personalization, search reranking, and product catalog enrichment to improve customer experience and commerce outcomes.”

Recent momentum

Constructor’s position as a Leader comes on the heels of other exciting news and momentum. Earlier this year, the company secured $25 million in Series B funding — increasing its valuation to $550 million (nearly triple that from its 2021 Series A round) — and expanded rapidly in Europe, the Middle East and Africa (EMEA). Constructor has won five gold Stevie® Awards in 2024, in recognition of the company as a whole, its product innovation and its leadership.

“At Constructor, we take immense pride in being able to play a part in the search and discovery experiences of hundreds of millions of people every week,” said Eli Finkelshteyn, CEO and co-founder of Constructor. “It’s a privilege to get to work with some of the world’s best and biggest companies and to do everything we can to meet the high bar they require for their customers. We believe this recognition as a Leader in the IDC MarketScape was only possible thanks to the feedback and support of those same companies we’re lucky enough to work with. It’s an honor to be called a Leader by the IDC MarketScape, and my sincere hope is that being recognized in this way only raises the bar for us. We plan to only get better from here, because that’s what our customers deserve.”

Additional report info

The IDC MarketScape concludes its assessment of Constructor, advising companies to “consider Constructor when you are looking for a vendor to partner closely with you on optimizing search, particularly for ecommerce use cases, with the ability to expand into related use cases such as site search and customer support search. Constructor offers strong personalization capabilities that further enhance ecommerce search, product discovery, and conversational search, and the vendor’s customers cited its responsiveness, transparency, and the explainability of its AI.”

For more information on the IDC MarketScape for Worldwide Knowledge Discovery Software for External-Facing Use Cases 2024, please see this complimentary excerpt, courtesy of Constructor: https://bit.ly/constructor-marketscape.

About IDC MarketScape
IDC MarketScape vendor assessment model is designed to provide an overview of the competitive fitness of technology and service suppliers in a given market. The research utilizes a rigorous scoring methodology based on both qualitative and  quantitative criteria that results in a single graphical illustration of each supplier’s position within a given market. IDC MarketScape provides a clear framework in which the product and service offerings, capabilities and strategies, and current and future market success factors of technology suppliers can be meaningfully compared. The framework also provides technology buyers with a 360-degree assessment of the strengths and weaknesses of current and prospective suppliers.

About Constructor
Constructor is the only search and product discovery platform tailor-made for enterprise ecommerce where conversions matter. Constructor’s AI-first solutions make it easier for shoppers to discover products they want to buy and for ecommerce teams to deliver personalized experiences in real time that drive impressive results. Optimizing specifically for ecommerce metrics like revenue, conversion rate and profit, Constructor generates consistent $10M+ lifts for some of the biggest brands in ecommerce, such as Sephora, Petco, The Very Group, home24, Grove Collaborative and Fisheries Supply. Constructor is a U.S.-based company that was founded in 2015 by Eli Finkelshteyn and Dan McCormick. For more, visit: constructor.com

View original content to download multimedia:https://www.prnewswire.com/news-releases/constructor-named-a-leader-in-idc-marketscape-for-worldwide-knowledge-discovery-software-for-external-facing-use-cases-2024-302323267.html

SOURCE Constructor

Continue Reading

Technology

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

Published

on

By

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. (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.

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.

Investor Relations Contact:
investor.relations@toku.co

Developers and Partners:
contact@makimoto.ai  

View original content to download multimedia:https://www.prnewswire.com/apac/news-releases/toku-launches-makimoto-flows-a-visual-builder-for-speech-ai-pipelines-taking-its-open-source-initiative-beyond-transcription-302914906.html

SOURCE Toku Ltd.

Continue Reading

Technology

Conscious Spark LLC Launches Alphimiya® Neuro-Recalibration Framework Designed to Resolve C-Suite Revenue Plateaus

Published

on

By

New research-backed neuro-recalibration framework targets the autonomic nervous system’s threat response to managing high financial amounts, offering enterprise leaders a biological pathway to scaling.

ANTALYA, Turkey and ALBUQUERQUE, N.M., Oct. 21, 2026 /PRNewswire/ — Conscious Spark LLC, a research and advisory firm specializing in applied neuroscience for executive leadership, today announced the official launch of Alphimiya®, a proprietary C-suite neuro-recalibration framework designed to resolve corporate revenue plateaus by upgrading the biological capacity of enterprise decision-makers.

Developed to address the root causes of stalled enterprise growth, the Alphimiya® framework targets the human autonomic nervous system’s subconscious threat response to managing high financial amounts. When commercial leaders and CEOs attempt to scale past historical capital thresholds without recalibrating their stress response, the body’s natural survival mechanism triggers decision fatigue, strategic risk aversion, and systemic self-sabotage. Alphimiya® recalibrates this biological safety brake, enabling executive teams to hold, absorb, and scale larger financial volumes without physiological or operational friction.

“A corporate revenue plateau is rarely an operational or marketing failure; it is a biological safety brake embedded within executive leadership,” stated Dr. Ahmed Al-Nashi, Founder of Conscious Spark LLC. “When managing high financial amounts triggers an underlying physical stress response, the enterprise subconsciously contracts to remain in its perceived safe zone. Alphimiya® removes that biological friction, allowing C-level leaders to multiply revenue with calm, biological authority.”

The Alphimiya® framework restructures executive performance across three core operational pillars:

Sovereign Enterprise Scaling: Expands the nervous system’s tolerance for high-stakes capital, allowing leadership teams to scale revenue without experiencing executive burnout.

High-Value Deal Execution: Regulates autonomic stress responses during multi-million-dollar negotiations and volatile market entries, eliminating hesitation under pressure.

Restored Strategic Clarity: Removes chronic decision fatigue across C-suite teams, restoring mental focus and strategic presence inside and outside the boardroom.

By recalibrating the autonomic nervous system’s response to high capital exposure, Alphimiya® removes the subconscious biological brakes that lock corporate revenue at a standstill. Senior C-level executives and enterprise leadership teams seeking to evaluate their organization’s biological capacity can access the official executive briefing, case studies, and framework assessment directly at https://alphimiya.co/.

About Conscious Spark LLC

Conscious Spark LLC is a U.S.-registered firm specializing in executive education, training, and strategic performance consulting. Pioneering applied neuroscience for C-level leaders, founders, and commercial decision-makers, the firm utilizes its proprietary Alphimiya® methodology to enable leadership teams to recalibrate biological stress responses, resolve revenue ceilings, and build scalable corporations.

Media Relations Team
Conscious Spark LLC
Email: hello@consciousspark.online 
Website: https://alphimiya.co/

View original content to download multimedia:https://www.prnewswire.com/news-releases/conscious-spark-llc-launches-alphimiya-neuro-recalibration-framework-designed-to-resolve-c-suite-revenue-plateaus-302901454.html

SOURCE Conscious Spark LLC

Continue Reading

Technology

Daffodil Software Brings Multilingual Conversational AI to Aadhaar’s Udai Mascot

Published

on

By

GURUGRAM, India, Oct. 21, 2026 /PRNewswire/ — Daffodil Software showcased an AI-powered conversational experience featuring UIDAI’s Udai mascot at Aadhaar Samvaad 2026. Developed by Daffodil Software, the assistant is designed to help users access Aadhaar-related information through natural conversation, using official UIDAI as its reference knowledge base.

Daffodil Software has developed Udai, an AI-powered virtual mascot that helps users get clear, reliable answers about Aadhaar simply by talking to it. The assistant was showcased at Aadhaar Samvaad 2026, held in Kolkata on 29 September, coinciding with the 17th Aadhaar Day, where visitors watched it listen, respond, and gesture in real time in their own language.

For most people, questions about Aadhaar come up in daily life, and they usually need answers fast. Which documents do I need for an address change? How much does an update cost? How do I link Aadhaar to my bank account or mobile number? The answers exist, but finding them usually means working through long help pages and documents.

 Udai is designed to answer exactly these questions in a natural conversation, without anyone having to search through long help pages.

A conversation in the user’s own language

Udai speaks and understands 11 languages: Hindi, Tamil, Bengali, Telugu, Kannada, Malayalam, Marathi, Gujarati, Punjabi, Odia, and English. A user simply asks a question. Udai listens, works out the answer, and replies in the same language, with natural speech, matching lip movements and expressive hand gestures.

What sets Udai apart is how it is built. AI avatars rely on expensive, specialised graphics hardware to bring a face to life. Udai takes a simpler route. The character is created from pre-filmed footage, and its lip movements are matched to its speech in real time using lightweight processing that runs in a web browser.

The result is a smooth experience at 24 frames per second on ordinary servers, at a fraction of the usual cost per user. For a programme that serves hundreds of millions of people, that efficiency is what turns a nationwide rollout from an ambition into a practical plan.

“Our focus with Udai was to make Aadhaar-related information easier to access through natural conversation. Combining multilingual voice interaction with official reference content allowed our team to build an experience that is practical, approachable, and useful to users,” said Yogesh Agarwal, Founder and CEO, Daffodil Software.

Answers drawn only from official sources

The assistant uses official UIDAI material as its reference knowledge base: frequently asked questions, provisions of the Aadhaar Act, and government policy documents on Aadhaar services. It covers the topics users ask about most:

Enrolment and registrationAddress and demographic updatesFees, required documents and eligibilityeKYC and Virtual IDLinking Aadhaar with bank accounts, PAN and mobile numbersmAadhaar servicesGrievance redressal

Users don’t need to phrase their questions in any particular way. Udai understands everyday language, whether a question is spoken in English, Hindi, or asked in a mix of both, and finds the most relevant official information to answer it.

Built to be accurate, respectful, and secure

When a public service speaks directly to users, trust matters as much as convenience. Udai is protected by three layers of safeguards.

Accuracy first. Udai answers only from its verified knowledge base. Responses are grounded in a curated knowledge base of official UIDAI material. If a question falls outside Aadhaar, it guides the user back rather than offering an answer it cannot stand behind.

Respectful conversations. A screening layer catches abusive or offensive language in English, Hindi, and Hinglish before it reaches the assistant. Screening is designed to identify abusive language while supporting legitimate queries

Protection against misuse. Udai cannot be talked into abandoning its role, pretending to be someone else, revealing its internal setup, or answering beyond its approved scope. These checks work almost instantly, so users experience no delay.

What comes next?

Udai is planned to roll out in two phases.

In the first phase, the mascot will be placed in Aadhaar Centres. Visitors will be able to check information and understand processes on their own, such as which documents they need for an address change. This frees centre staff to focus on their core work instead of answering the same questions again and again.

In the second phase, Udai will come to the Aadhaar website and mobile app, taking the place of the current text-based chatbot, which was also built by Daffodil.

About Daffodil Software

Daffodil Software is a software engineering and AI solutions company serving businesses across industries. Its services span software consulting, product engineering, UI/UX design, AI/ML development, quality assurance, cloud and DevOps, and maintenance. The company serves sectors including healthcare, fintech, banking, technology, and digital commerce. Its client portfolio includes organizations such as the Reserve Bank of India, Mount Sinai Hospital, Maruti, Samsung, Pramerica Insurance, and Dangote Group. Daffodil Software has also been featured in industry research and recognition by Gartner, Everest Group, Zinnov, and Frost & Sullivan. For more information, visit https://www.daffodilsw.com

Media contact

Kunwar Pal Singh
media-relations@daffodilsw.com

View original content to download multimedia:https://www.prnewswire.com/in/news-releases/daffodil-software-brings-multilingual-conversational-ai-to-aadhaars-udai-mascot-302914965.html

Continue Reading

Trending