Our partners:

Our partners:

Our partners:

Our Products

Our Products

Our Products

With Kanjori, AI agents never lose Context

Boost reliability, reduce hallucinations and unlock true continuity in every conversation with cognitive memory powering your AI agents.

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Dynamic Context

Dynamic context means the system knows when it has enough information, accros conversations.

How it works

How it works

How it works

How it works

A new way of thinking. More powerful.

Behind every intelligent interaction, Kanjori by Ontbo orchestrates memory, context and reasoning.

I will be traveling to Japan soon, suggest an itinerary for me

Noted. I will suggest an itinerary based on your preferences, which I am familiar with. How many days?

15 days in May

oh it's sakura season ! Here's a 15-days itinerary that will take you to taste the best ramen in Tokyo and hang out in the best vintage shops in Osaka, in between sightseeing...

User Query

I will be traveling to Japan soon, suggest an itinerary for me

Noted. I will suggest an itinerary based on your preferences, which I am familiar with. How many days?

15 days in May

oh it's sakura season ! Here's a 15-days itinerary that will take you to taste the best ramen in Tokyo and hang out in the best vintage shops in Osaka, in between sightseeing...

User Query

Our Technology

Our Technology

Our Technology

Our Technology

The Foundation for Trustworthy AI Agents

Kanjori enables rapid adoption with minimal integration effort, full freedom across AI models, and built-in traceability to meet enterprise reliability and compliance requirements.

LLM-agnostic

Use any LLM seamlessly. Switch, upgrade, or change models without reworking memory, context, or cognitive logic.

Quick integration

Flexible API to upgrade your AI Agent with human-like continuity and contextual intelligence.

pip install ontbo

Traceable by design

A white-box approach that shows what was used, where it came from, and why it was selected.

About Us

About Us

About Us

About Us

The new era of AI

The new era of AI

Deep technical expertise + fast execution—so you move with confidence and impact.

Deep technical expertise + fast execution—so you move with confidence and impact.

Our Mission

At Ontbo we develop AI that is aware of its role, its impact and its limits, placing the human–machine interaction at the heart of every interaction.

Our Vision

We advance AI from machine learning to true understanding, driving measurable impact for business and society.

services image
services image
services image

0

0

%

Recall Accuracy

0

0

%

Recall Accuracy

0

0

%

Recall Accuracy

0

0

%

Recall Accuracy

0

0

%

Fewer Token

0

0

%

Fewer Token

0

0

%

Fewer Token

0

0

%

Fewer Token

2

2

x

model creation speed

2

2

x

model creation speed

2

2

x

model creation speed

2

2

x

model creation speed

0

0

x

Faster Latency

0

0

x

Faster Latency

0

0

x

Faster Latency

0

0

x

Faster Latency

Why Us

Why Us

Why Us

Why Us

Why we’re the right AI Partner.

We turn static memory into adaptive, reasoning-driven context.

RAG-Based Memory

Static lookup that never adapts

Static lookup that never adapts

Static lookup that never adapts

Static lookup that never adapts

Unstructured data with no real context

Unstructured data with no real context

Unstructured data with no real context

Unstructured data with no real context

Facts never update or resolve conflicts

Facts never update or resolve conflicts

Facts never update or resolve conflicts

Facts never update or resolve conflicts

No reasoning—models guess everything

No reasoning—models guess everything

No reasoning—models guess everything

No reasoning—models guess everything

Performance drops as data grows

Performance drops as data grows

Performance drops as data grows

Performance drops as data grows

High tokens, low recall

High tokens, low recall

High tokens, low recall

High tokens, low recall

No governance, opaque behavior

No governance, opaque behavior

No governance, opaque behavior

No governance, opaque behavior

Memory & Context Tools

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Flat profiles that barely evolve

Flat profiles that barely evolve

Flat profiles that barely evolve

Flat profiles that barely evolve

Simple storage with no lifecycle

Simple storage with no lifecycle

Simple storage with no lifecycle

Simple storage with no lifecycle

No orchestration for multi-step logic

No orchestration for multi-step logic

No orchestration for multi-step logic

No orchestration for multi-step logic

Locked into one ecosystem

Locked into one ecosystem

Locked into one ecosystem

Locked into one ecosystem

Black-box operations

Black-box operations

Black-box operations

Black-box operations

Bound to vendor ecosystem

Bound to vendor ecosystem

Bound to vendor ecosystem

Bound to vendor ecosystem

Ontbo AI - Cognitive Context

Adaptive retrieval driven by reasoning

Adaptive retrieval driven by reasoning

Adaptive retrieval driven by reasoning

Context Layer

Structured context that evolves

Structured context that evolves

Structured context that evolves

Structured context that evolves

Full fact lifecycle

Full fact lifecycle

Full fact lifecycle

Full fact lifecycle

Multi-agent reasoning with coordinated CoT

Multi-agent reasoning with coordinated CoT

Multi-agent reasoning with coordinated CoT

Multi-LLM and multi-agent ready

High-recall at scale with fewer tokens

High-recall at scale with fewer tokens

High-recall at scale with fewer tokens

Transparent, enterprise governance

Transparent, governed AI

Transparent, governed AI

Transparent, governed AI

Transparent, enterprise governance

Deploy anywhere: SaaS, on-prem, air-gapped

Deploy anywhere: SaaS, on-prem, air-gapped

Deploy anywhere: SaaS, on-prem, air-gapped

Transparent, enterprise governance

Our Capabilities

Our Capabilities

Our Capabilities

Our Capabilities

Context is what turns AI into Intelligence.

Ontbo is the cognitive layer that equips AI agents with long-term memory, contextual awareness, and continuous reasoning. By making context persistent and traceable, Ontbo transforms generic models into reliable, specialized systems that understand your data, learn over time, and act with consistency.

0.0%

0.0%

Chat GPT

0%

0%

Best
of SoTA

0.00%

0.00%

0.0%

0.0%

Chat GPT

0%

0%

Best
of SoTA

0.00%

0.00%

0.0%

0.0%

Chat GPT

0%

0%

Best
of SoTA

0.00%

0.00%

0.0%

0.0%

Chat GPT

0%

0%

Best
of SoTA

0.00%

0.00%

Evaluated on benchmark protocol validated by University of Cambridge. Performance measured across more than 500 multi-turn conversations, comparing intrinsic LLM memory with an external conversational memory layer.

Source: Comparative Analysis of ChatGPT Memory and an External Conversational Memory Architecture, SGAI AI-2025, Springer Nature.

Research

Research

Research

Research

Benchmark

Ontbo API provides an external conversational memory  layer that persists user-specific profile, and dialogue  episodes beyond the transient context window of large language  models (LLMs). The service enables real-time retrieval and updateof long-term user information. This short paper presents an experimental protocol that contrasts Ontbo API with the intrinsic memory mechanism of ChatGPT along two dimensions: factual recall and hyper-personalized response quality. We describe the synthetic evaluation workload and the blind human ratingprocedure.  Results indicate that an external module affords measurable advantages over native memory when sustained personalization is required.

Testimonials

Testimonials

Testimonials

Testimonials

What they say about Ontbo

What they say about Ontbo

Engineered to help AI understand more. And do more.

Engineered to help AI understand more. And do more.

  • "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

    "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

    "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

  • "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

    "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

    "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

  • "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

    "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

    "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

  • "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

    "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

    "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

"Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

Djamil Bouabbane

Boost10x

"ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

Alix Barel

Data & AI - Microsoft

"Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

Adrian Lo

Adrian Lo

CEO - Zoundzipper

"Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

Dr. Tomabechi Hideto

Ph.D in computational linguistics

FAQs

FAQs

FAQs

FAQs

Need Answers?

Got questions? We’ve got answers. Learn more about Ontbo and how it can transform your business.

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

Contact & Support

Contact & Support

Contact & Support

Contact & Support

Get In Touch.

Have questions or need support? Our team is here to help you every step of the way.

Our partners:

Our partners:

Our partners:

Our Products

Our Products

Our Products

With Kanjori, AI agents never lose Context

Boost reliability, reduce hallucinations and unlock true continuity in every conversation with cognitive memory powering your AI agents.

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Dynamic Context

Dynamic context means the system knows when it has enough information, accros conversations.

How it works

How it works

How it works

How it works

A new way of thinking. More powerful.

Behind every intelligent interaction, Kanjori by Ontbo orchestrates memory, context and reasoning.

I will be traveling to Japan soon, suggest an itinerary for me

Noted. I will suggest an itinerary based on your preferences, which I am familiar with. How many days?

15 days in May

oh it's sakura season ! Here's a 15-days itinerary that will take you to taste the best ramen in Tokyo and hang out in the best vintage shops in Osaka, in between sightseeing...

User Query

I will be traveling to Japan soon, suggest an itinerary for me

Noted. I will suggest an itinerary based on your preferences, which I am familiar with. How many days?

15 days in May

oh it's sakura season ! Here's a 15-days itinerary that will take you to taste the best ramen in Tokyo and hang out in the best vintage shops in Osaka, in between sightseeing...

User Query

Our Technology

Our Technology

Our Technology

Our Technology

The Foundation for Trustworthy AI Agents

Kanjori enables rapid adoption with minimal integration effort, full freedom across AI models, and built-in traceability to meet enterprise reliability and compliance requirements.

LLM-agnostic

Use any LLM seamlessly. Switch, upgrade, or change models without reworking memory, context, or cognitive logic.

Quick integration

Flexible API to upgrade your AI Agent with human-like continuity and contextual intelligence.

pip install ontbo

Traceable by design

A white-box approach that shows what was used, where it came from, and why it was selected.

About Us

About Us

About Us

About Us

The new era of AI

The new era of AI

Deep technical expertise + fast execution—so you move with confidence and impact.

Deep technical expertise + fast execution—so you move with confidence and impact.

Our Mission

At Ontbo we develop AI that is aware of its role, its impact and its limits, placing the human–machine interaction at the heart of every interaction.

Our Vision

We advance AI from machine learning to true understanding, driving measurable impact for business and society.

services image
services image
services image

0

0

%

Recall Accuracy

0

0

%

Recall Accuracy

0

0

%

Recall Accuracy

0

0

%

Recall Accuracy

0

0

%

Fewer Token

0

0

%

Fewer Token

0

0

%

Fewer Token

0

0

%

Fewer Token

2

2

x

model creation speed

2

2

x

model creation speed

2

2

x

model creation speed

2

2

x

model creation speed

0

0

x

Faster Latency

0

0

x

Faster Latency

0

0

x

Faster Latency

0

0

x

Faster Latency

Why Us

Why Us

Why Us

Why Us

Why we’re the right AI Partner.

We turn static memory into adaptive, reasoning-driven context.

RAG-Based Memory

Static lookup that never adapts

Static lookup that never adapts

Static lookup that never adapts

Static lookup that never adapts

Unstructured data with no real context

Unstructured data with no real context

Unstructured data with no real context

Unstructured data with no real context

Facts never update or resolve conflicts

Facts never update or resolve conflicts

Facts never update or resolve conflicts

Facts never update or resolve conflicts

No reasoning—models guess everything

No reasoning—models guess everything

No reasoning—models guess everything

No reasoning—models guess everything

Performance drops as data grows

Performance drops as data grows

Performance drops as data grows

Performance drops as data grows

High tokens, low recall

High tokens, low recall

High tokens, low recall

High tokens, low recall

No governance, opaque behavior

No governance, opaque behavior

No governance, opaque behavior

No governance, opaque behavior

Memory & Context Tools

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Flat profiles that barely evolve

Flat profiles that barely evolve

Flat profiles that barely evolve

Flat profiles that barely evolve

Simple storage with no lifecycle

Simple storage with no lifecycle

Simple storage with no lifecycle

Simple storage with no lifecycle

No orchestration for multi-step logic

No orchestration for multi-step logic

No orchestration for multi-step logic

No orchestration for multi-step logic

Locked into one ecosystem

Locked into one ecosystem

Locked into one ecosystem

Locked into one ecosystem

Black-box operations

Black-box operations

Black-box operations

Black-box operations

Bound to vendor ecosystem

Bound to vendor ecosystem

Bound to vendor ecosystem

Bound to vendor ecosystem

Ontbo AI - Cognitive Context

Adaptive retrieval driven by reasoning

Adaptive retrieval driven by reasoning

Adaptive retrieval driven by reasoning

Context Layer

Structured context that evolves

Structured context that evolves

Structured context that evolves

Structured context that evolves

Full fact lifecycle

Full fact lifecycle

Full fact lifecycle

Full fact lifecycle

Multi-agent reasoning with coordinated CoT

Multi-agent reasoning with coordinated CoT

Multi-agent reasoning with coordinated CoT

Multi-LLM and multi-agent ready

High-recall at scale with fewer tokens

High-recall at scale with fewer tokens

High-recall at scale with fewer tokens

Transparent, enterprise governance

Transparent, governed AI

Transparent, governed AI

Transparent, governed AI

Transparent, enterprise governance

Deploy anywhere: SaaS, on-prem, air-gapped

Deploy anywhere: SaaS, on-prem, air-gapped

Deploy anywhere: SaaS, on-prem, air-gapped

Transparent, enterprise governance

Our Capabilities

Our Capabilities

Our Capabilities

Our Capabilities

Context is what turns AI into Intelligence.

Ontbo is the cognitive layer that equips AI agents with long-term memory, contextual awareness, and continuous reasoning. By making context persistent and traceable, Ontbo transforms generic models into reliable, specialized systems that understand your data, learn over time, and act with consistency.

0.0%

0.0%

Chat GPT

0%

0%

Best
of SoTA

0.00%

0.00%

0.0%

0.0%

Chat GPT

0%

0%

Best
of SoTA

0.00%

0.00%

0.0%

0.0%

Chat GPT

0%

0%

Best
of SoTA

0.00%

0.00%

0.0%

0.0%

Chat GPT

0%

0%

Best
of SoTA

0.00%

0.00%

Evaluated on benchmark protocol validated by University of Cambridge. Performance measured across more than 500 multi-turn conversations, comparing intrinsic LLM memory with an external conversational memory layer.

Source: Comparative Analysis of ChatGPT Memory and an External Conversational Memory Architecture, SGAI AI-2025, Springer Nature.

Research

Research

Research

Research

Benchmark

Ontbo API provides an external conversational memory  layer that persists user-specific profile, and dialogue  episodes beyond the transient context window of large language  models (LLMs). The service enables real-time retrieval and updateof long-term user information. This short paper presents an experimental protocol that contrasts Ontbo API with the intrinsic memory mechanism of ChatGPT along two dimensions: factual recall and hyper-personalized response quality. We describe the synthetic evaluation workload and the blind human ratingprocedure.  Results indicate that an external module affords measurable advantages over native memory when sustained personalization is required.

Testimonials

Testimonials

Testimonials

Testimonials

What they say about Ontbo

What they say about Ontbo

Engineered to help AI understand more. And do more.

Engineered to help AI understand more. And do more.

  • "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

    "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

    "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

  • "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

    "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

    "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

  • "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

    "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

    "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

  • "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

    "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

    "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

"Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

Djamil Bouabbane

Boost10x

"ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

Alix Barel

Data & AI - Microsoft

"Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

Adrian Lo

Adrian Lo

CEO - Zoundzipper

"Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

Dr. Tomabechi Hideto

Ph.D in computational linguistics

FAQs

FAQs

FAQs

FAQs

Need Answers?

Got questions? We’ve got answers. Learn more about Ontbo and how it can transform your business.

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

Contact & Support

Contact & Support

Contact & Support

Contact & Support

Get In Touch.

Have questions or need support? Our team is here to help you every step of the way.

Our partners:

Our partners:

Our partners:

Our Products

Our Products

Our Products

With Kanjori, AI agents never lose Context

Boost reliability, reduce hallucinations and unlock true continuity in every conversation with cognitive memory powering your AI agents.

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

|

Truth-Aware Reasoning

No hallucinations, fully traceable reasoning that answers from verified knowledge and asks when needed.

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Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Memory and Recall

Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.

Dynamic Context

Dynamic context means the system knows when it has enough information, accros conversations.

How it works

How it works

How it works

How it works

A new way of thinking. More powerful.

Behind every intelligent interaction, Kanjori by Ontbo orchestrates memory, context and reasoning.

I will be traveling to Japan soon, suggest an itinerary for me

Noted. I will suggest an itinerary based on your preferences, which I am familiar with. How many days?

15 days in May

oh it's sakura season ! Here's a 15-days itinerary that will take you to taste the best ramen in Tokyo and hang out in the best vintage shops in Osaka, in between sightseeing...

User Query

I will be traveling to Japan soon, suggest an itinerary for me

Noted. I will suggest an itinerary based on your preferences, which I am familiar with. How many days?

15 days in May

oh it's sakura season ! Here's a 15-days itinerary that will take you to taste the best ramen in Tokyo and hang out in the best vintage shops in Osaka, in between sightseeing...

User Query

Our Technology

Our Technology

Our Technology

Our Technology

The Foundation for Trustworthy AI Agents

Kanjori enables rapid adoption with minimal integration effort, full freedom across AI models, and built-in traceability to meet enterprise reliability and compliance requirements.

LLM-agnostic

Use any LLM seamlessly. Switch, upgrade, or change models without reworking memory, context, or cognitive logic.

Quick integration

Flexible API to upgrade your AI Agent with human-like continuity and contextual intelligence.

pip install ontbo

Traceable by design

A white-box approach that shows what was used, where it came from, and why it was selected.

About Us

About Us

About Us

About Us

The new era of AI

The new era of AI

Deep technical expertise + fast execution—so you move with confidence and impact.

Deep technical expertise + fast execution—so you move with confidence and impact.

Our Mission

At Ontbo we develop AI that is aware of its role, its impact and its limits, placing the human–machine interaction at the heart of every interaction.

Our Vision

We advance AI from machine learning to true understanding, driving measurable impact for business and society.

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Why Us

Why Us

Why Us

Why Us

Why we’re the right AI Partner.

We turn static memory into adaptive, reasoning-driven context.

RAG-Based Memory

Static lookup that never adapts

Static lookup that never adapts

Static lookup that never adapts

Static lookup that never adapts

Unstructured data with no real context

Unstructured data with no real context

Unstructured data with no real context

Unstructured data with no real context

Facts never update or resolve conflicts

Facts never update or resolve conflicts

Facts never update or resolve conflicts

Facts never update or resolve conflicts

No reasoning—models guess everything

No reasoning—models guess everything

No reasoning—models guess everything

No reasoning—models guess everything

Performance drops as data grows

Performance drops as data grows

Performance drops as data grows

Performance drops as data grows

High tokens, low recall

High tokens, low recall

High tokens, low recall

High tokens, low recall

No governance, opaque behavior

No governance, opaque behavior

No governance, opaque behavior

No governance, opaque behavior

Memory & Context Tools

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Passive retrieval with little intelligence

Flat profiles that barely evolve

Flat profiles that barely evolve

Flat profiles that barely evolve

Flat profiles that barely evolve

Simple storage with no lifecycle

Simple storage with no lifecycle

Simple storage with no lifecycle

Simple storage with no lifecycle

No orchestration for multi-step logic

No orchestration for multi-step logic

No orchestration for multi-step logic

No orchestration for multi-step logic

Locked into one ecosystem

Locked into one ecosystem

Locked into one ecosystem

Locked into one ecosystem

Black-box operations

Black-box operations

Black-box operations

Black-box operations

Bound to vendor ecosystem

Bound to vendor ecosystem

Bound to vendor ecosystem

Bound to vendor ecosystem

Ontbo AI - Cognitive Context

Adaptive retrieval driven by reasoning

Adaptive retrieval driven by reasoning

Adaptive retrieval driven by reasoning

Context Layer

Structured context that evolves

Structured context that evolves

Structured context that evolves

Structured context that evolves

Full fact lifecycle

Full fact lifecycle

Full fact lifecycle

Full fact lifecycle

Multi-agent reasoning with coordinated CoT

Multi-agent reasoning with coordinated CoT

Multi-agent reasoning with coordinated CoT

Multi-LLM and multi-agent ready

High-recall at scale with fewer tokens

High-recall at scale with fewer tokens

High-recall at scale with fewer tokens

Transparent, enterprise governance

Transparent, governed AI

Transparent, governed AI

Transparent, governed AI

Transparent, enterprise governance

Deploy anywhere: SaaS, on-prem, air-gapped

Deploy anywhere: SaaS, on-prem, air-gapped

Deploy anywhere: SaaS, on-prem, air-gapped

Transparent, enterprise governance

Our Capabilities

Our Capabilities

Our Capabilities

Our Capabilities

Context is what turns AI into Intelligence.

Ontbo is the cognitive layer that equips AI agents with long-term memory, contextual awareness, and continuous reasoning. By making context persistent and traceable, Ontbo transforms generic models into reliable, specialized systems that understand your data, learn over time, and act with consistency.

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Chat GPT

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Evaluated on benchmark protocol validated by University of Cambridge. Performance measured across more than 500 multi-turn conversations, comparing intrinsic LLM memory with an external conversational memory layer.

Source: Comparative Analysis of ChatGPT Memory and an External Conversational Memory Architecture, SGAI AI-2025, Springer Nature.

Research

Research

Research

Research

Benchmark

Ontbo API provides an external conversational memory  layer that persists user-specific profile, and dialogue  episodes beyond the transient context window of large language  models (LLMs). The service enables real-time retrieval and updateof long-term user information. This short paper presents an experimental protocol that contrasts Ontbo API with the intrinsic memory mechanism of ChatGPT along two dimensions: factual recall and hyper-personalized response quality. We describe the synthetic evaluation workload and the blind human ratingprocedure.  Results indicate that an external module affords measurable advantages over native memory when sustained personalization is required.

Testimonials

Testimonials

Testimonials

Testimonials

What they say about Ontbo

What they say about Ontbo

Engineered to help AI understand more. And do more.

Engineered to help AI understand more. And do more.

  • "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

    "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

    "Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

    Djamil Bouabbane

    Boost10x

  • "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

    "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

    "ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

    Alix Barel

    Data & AI - Microsoft

  • "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

    "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

    "Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

    Adrian Lo

    Adrian Lo

    CEO - Zoundzipper

  • "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

    "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

    "Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

    Dr. Tomabechi Hideto

    Ph.D in computational linguistics

"Game changer solution delivering unprecedented results. Its context layer sets a new standard for reliable, coherent AI interactions."

Djamil Bouabbane

Boost10x

"ONTBO is paving the AI frontier firm transformation for their retail clients with cognitive autonomous agents."

Alix Barel

Data & AI - Microsoft

"Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

Adrian Lo

Adrian Lo

CEO - Zoundzipper

"Ontbo presents a robust Cognitive Context Layer with traceable memory and strong recall, providing a solid foundation for scalable, evidence-based AI systems."

Dr. Tomabechi Hideto

Ph.D in computational linguistics

FAQs

FAQs

FAQs

FAQs

Need Answers?

Got questions? We’ve got answers. Learn more about Ontbo and how it can transform your business.

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

01/ What does the membership include?

Most AI systems collect memories as scattered vectors. The model must piece them together every time  slowing it down and limiting accuracy.

Ontbo takes a new approach. It builds a structured, reasoning-ready context layer that evolves with every interaction.

It can:

·  Automatically organize and normalize user data

·  Coordinate multi-agent reasoning to surface the right context

·   Resolve inconsistencies through lifecycle-level fact management

·   Provide transparent, traceable, explainable decisions

The result: cleaner context. Fewer tokens. Smarter, more consistent answers.

02/ How fast is Ontbo?

03/ Does Ontbo work with multiple LLMs?

04/ Can Ontbo run on-premises?

05/ Does Ontbo reduce inference cost?

06/ Can I control which data Ontbo uses?

Contact & Support

Contact & Support

Contact & Support

Contact & Support

Get In Touch.

Have questions or need support? Our team is here to help you every step of the way.