#1 in the world for recall rate
The Memory & Context Layer for AI Agents
Our plug-and-play Cognitive Layer gives AI agents real memory, context retention, and continuous reasoning — boosting performance while reducing compute costs.
Industry – Cognitive Efficiency Engine
×8 Token Costs Reduced
Customer Support – Cognitive Assistants
40% Faster Issue Resolution
Financial Services - Compliance Intelligence
÷2 Review Time
Insurance – Claims Intelligence Layer
×1.7 Claims Processing Speed
Consulting – Deliverable Automation
÷1.6 Delivery Time
Technology – Incident Resolution Engine
×2.2 incident resolution speed
Enterprise – Knowledge Access
÷3 Internal Search Time
Retail – Product Data Intelligence
−55% Product Data Errors
Manufacturing – Ops Cognitive Layer
÷1.8 Incident Recovery Time
Industry – Cognitive Efficiency Engine
×8 Token Costs Reduced
Customer Support – Cognitive Assistants
40% Faster Issue Resolution
Financial Services - Compliance Intelligence
÷2 Review Time
Insurance – Claims Intelligence Layer
×1.7 Claims Processing Speed
Consulting – Deliverable Automation
÷1.6 Delivery Time
Technology – Incident Resolution Engine
×2.2 incident resolution speed
Enterprise – Knowledge Access
÷3 Internal Search Time
Retail – Product Data Intelligence
−55% Product Data Errors
Manufacturing – Ops Cognitive Layer
÷1.8 Incident Recovery Time
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.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Dynamic Context
Dynamic context means the system knows when it has enough information, accros conversations.



Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
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.
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
CEO - Zoundzipper
"Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

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
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
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
Articles
Articles
Articles
Articles
Insights & Stories
Discover how i transforms business through real success stories and the technology that powers smarter teams.
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.
#1 in the world for recall rate
The Memory & Context Layer for AI Agents
Our plug-and-play Cognitive Layer gives AI agents real memory, context retention, and continuous reasoning — boosting performance while reducing compute costs.
Industry – Cognitive Efficiency Engine
×8 Token Costs Reduced
Customer Support – Cognitive Assistants
40% Faster Issue Resolution
Financial Services - Compliance Intelligence
÷2 Review Time
Insurance – Claims Intelligence Layer
×1.7 Claims Processing Speed
Consulting – Deliverable Automation
÷1.6 Delivery Time
Technology – Incident Resolution Engine
×2.2 incident resolution speed
Enterprise – Knowledge Access
÷3 Internal Search Time
Retail – Product Data Intelligence
−55% Product Data Errors
Manufacturing – Ops Cognitive Layer
÷1.8 Incident Recovery Time
Industry – Cognitive Efficiency Engine
×8 Token Costs Reduced
Customer Support – Cognitive Assistants
40% Faster Issue Resolution
Financial Services - Compliance Intelligence
÷2 Review Time
Insurance – Claims Intelligence Layer
×1.7 Claims Processing Speed
Consulting – Deliverable Automation
÷1.6 Delivery Time
Technology – Incident Resolution Engine
×2.2 incident resolution speed
Enterprise – Knowledge Access
÷3 Internal Search Time
Retail – Product Data Intelligence
−55% Product Data Errors
Manufacturing – Ops Cognitive Layer
÷1.8 Incident Recovery Time
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.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Dynamic Context
Dynamic context means the system knows when it has enough information, accros conversations.



Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
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.
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
CEO - Zoundzipper
"Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

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
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
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
Articles
Articles
Articles
Articles
Insights & Stories
Discover how i transforms business through real success stories and the technology that powers smarter teams.
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.
#1 in the world for recall rate
The Memory & Context Layer for AI Agents
Our plug-and-play Cognitive Layer gives AI agents real memory, context retention, and continuous reasoning — boosting performance while reducing compute costs.
Industry – Cognitive Efficiency Engine
×8 Token Costs Reduced
Customer Support – Cognitive Assistants
40% Faster Issue Resolution
Financial Services - Compliance Intelligence
÷2 Review Time
Insurance – Claims Intelligence Layer
×1.7 Claims Processing Speed
Consulting – Deliverable Automation
÷1.6 Delivery Time
Technology – Incident Resolution Engine
×2.2 incident resolution speed
Enterprise – Knowledge Access
÷3 Internal Search Time
Retail – Product Data Intelligence
−55% Product Data Errors
Manufacturing – Ops Cognitive Layer
÷1.8 Incident Recovery Time
Industry – Cognitive Efficiency Engine
×8 Token Costs Reduced
Customer Support – Cognitive Assistants
40% Faster Issue Resolution
Financial Services - Compliance Intelligence
÷2 Review Time
Insurance – Claims Intelligence Layer
×1.7 Claims Processing Speed
Consulting – Deliverable Automation
÷1.6 Delivery Time
Technology – Incident Resolution Engine
×2.2 incident resolution speed
Enterprise – Knowledge Access
÷3 Internal Search Time
Retail – Product Data Intelligence
−55% Product Data Errors
Manufacturing – Ops Cognitive Layer
÷1.8 Incident Recovery Time
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.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Memory and Recall
Kanjori stores and retrieves the right knowledge — ensuring consistent, context-aware decisions.
Prepare a market entry analysis for Southeast Asia
12 Apr 10:21
Strategy
Client A
Update the Vietnam market entry slide
4 Apr 12:03
Context rec.
Same client
I’m feeling anxious today
18 Feb 3:42
Context rec.
Known triggers
Help me track my anxiety triggers
3 Jan 8:09
Wellbeing
Work-related
Dynamic Context
Dynamic context means the system knows when it has enough information, accros conversations.



Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
Traceability
Explainable reasoning
Energy efficiency
Fact lifecycle management
Context management
Cognitive retrieval
Persistent memory
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.
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
CEO - Zoundzipper
"Ontbo delivers measurable business value with better responses and lower operational costs. A pragmatic cognitive layer built for scale."

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
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
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
Articles
Articles
Articles
Articles
Insights & Stories
Discover how i transforms business through real success stories and the technology that powers smarter teams.
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.

















