01 / LANGUAGE
Language compute
Language understanding, generation, reasoning and retrieval for business Q&A, advice, translation and long-term memory.
Tokens · Reasoning · Embeddings · Reranking
HANLAN AI OPERATING ENGINE / COMPUTE
Hanlan AI Compute
Turn AI investment into work delivered and capabilities built.
Put AI to work in customer service, sales and content, and turn new business needs into software, tools and automated workflows. Hanlan AI Compute connects models, agents and development capabilities to deliver today’s work and build lasting business capability.
Execute business tasks · Deliver software · Retain capability
- 01
Set a business goal
A need in sales, service, content or management
- 02
Agents organize tasks
Translate the goal into steps and required capabilities
- 03
The engine allocates
Match models and tools within the enabled service scope
- 04
AI resources execute
Coordinate language, voice, vision and other capabilities
- 05
Business records return
Connect usage with tasks, customers and orders
01 / WHAT IT IS
See the value in completed work and useful deliverables.
Connect AI investment to real needs: reduce repetitive work, complete business tasks, develop needed software and retain capabilities for reuse.
Complete today’s work. Build more capability for tomorrow.
Hanlan AI Compute provides AI resources for businesses and agents. It brings language, voice, vision, video, search and reasoning together for daily operations, with evolution compute supporting software development and system improvement.
Plan budgets for ongoing operations and capability development, and review task costs, software deliverables and their use. Tokens, requests and audio duration are metering units for underlying capabilities.
Reduce repetitive work
Use AI for information preparation, content drafts, data processing and workflow coordination, leaving teams more time for decisions, communication and customer service.
Deliver useful outcomes
From customer follow-up tasks to websites, business systems and automation tools, turn requirements into deliverables that can be reviewed, tested and accepted.
Build reusable assets
Retain useful knowledge, software modules, tools and workflows as a foundation for future expansion and iteration.
02 / COMPUTE SERVICES
From everyday execution to software and capability development.
Language, voice, vision, video and agents provide the execution foundation. Evolution compute combines these capabilities to turn new needs into software and reusable tools.
02 / VOICE
Voice compute
Turn calls and meetings into useful information for outbound calling, follow-ups, voice service and call analysis.
Speech recognition · Speech synthesis · Real-time voice
03 / VISION
Vision compute
Read information in documents and images and generate visual assets for products, marketing and brands.
OCR · Image understanding · Image generation
04 / VIDEO
Video compute
Coordinate video understanding, generation and digital-human capabilities for content and interactive experiences.
Video understanding · Video generation · Digital humans
05 / AGENT
Agent compute
Combine reasoning with search, tools and workflows for multi-step tasks and collaboration between agents.
Reasoning · Tool calls · Workflows · Multi-agent coordination
06 / EVOLUTION
Evolution compute
Turn business needs into applications, integrations, tools and workflows through new development, existing-system improvements and continued iteration.
Requirements · Development · Testing & delivery · Reuse
Explore development and deliverySearch is a shared tool for language and agent tasks. The capability combination, usage scope and deliverables are defined around business needs and the service plan.
03 / EVOLUTION COMPUTE
Evolution compute turns development needs into working software.
Cover requirements, planning and prototypes, frontend and backend development, integration, testing and deployment, with continued improvements as your business evolves.
When existing features fall short, describe the work you need to get done.
Evolution compute brings reasoning, coding models, development tools and agent collaboration into a development process. Start with a business problem, agree on scope and review milestones, and receive working software, integrations and automation.
Assess new applications, extensions to existing systems, defect fixes and workflow integrations as development projects. Retain modules, knowledge and workflows for future iterations.
Websites & applications
Build websites, campaign pages, business portals and team applications around business goals.
Deliverables: page experience, functionality and user journeys.
Internal business systems
Develop systems for customers, orders, tickets, reporting and approvals that fit how the business works.
Deliverables: workflows, access controls, data handling and verifiable functionality.
Integrations, tools & automation
Connect existing systems and build data tools, automation scripts, agent tools and cross-system workflows.
Deliverables: integration, task execution, exception handling and instructions.
Ongoing software improvement
Review existing code and implement features, fixes, interface updates and performance improvements.
Deliverables: traceable changes, regression verification and release delivery.
EXAMPLE DEVELOPMENT REQUEST
“We need a customer follow-up and payment reminder tool.”
- DefineDefine customer fields, follow-up status, reminder rules, member access and acceptance criteria.
- BuildBuild the interface and logic, connect authorized data and test reminder triggers, access and exception handling.
- DeliverDeliver the software, configuration and documentation agreed in the scope, retaining modules for future business needs.
A defined output at each step, from requirements to delivery.
- 01
Scope
Agree on the problem, users, functional scope and acceptance criteria.
- 02
Design
Define workflows, interface prototypes, data and integrations.
- 03
Develop
Implement frontend and backend functionality and validate integrations.
- 04
Validate
Check functionality, access, exception handling and real use.
- 05
Deliver
Deploy to the agreed environment, hand over materials and improve reusable capabilities.
04 / BUSINESS APPLICATIONS
Compute works together. Applications serve the business.
Combine capabilities around six business application areas. Teams focus on goals while agents and the engine coordinate tasks and requests.
SCENARIO 01 / Sales
Connect customer research with sales follow-up.
Support sales assistants, sales agents and business development with research, needs analysis, objection handling and follow-up planning.
- Business task
- Target customers, conversation records, opportunity stages and sales goals.
- Compute support
- Language and reasoning analyze needs, search supports research, and agents organize follow-up tasks.
- Business records
- Customer summaries, communication suggestions, follow-up tasks and sales reviews.
SCENARIO 02 / Service
Connect every inquiry to the service workflow.
Support presales, aftersales, voice service, follow-ups and call analysis with company knowledge.
- Business task
- Inquiries, product knowledge, ticket details and authorized call records.
- Compute support
- Language retrieval and Q&A, speech recognition and synthesis, and agent-supported ticket workflows.
- Business records
- Service responses, ticket categories, call summaries and quality-review findings.
SCENARIO 03 / SCRM
Turn customer context into ongoing action.
Support customer profiles, segmentation, lifecycle management and company memory, connecting relationship operations with next actions.
- Business task
- Customer interactions, orders, behavior records and authorized company knowledge.
- Compute support
- Language models extract information, vector retrieval connects knowledge, and reasoning and agents organize operating procedures.
- Business records
- Customer tags, segmentation suggestions, follow-up procedures and updated customer memory.
SCENARIO 04 / Marketing
Align research, strategy and outreach.
Support market research, opportunity discovery, marketing copy and relationship campaigns from preparation to coordinated execution.
- Business task
- Market and product information, target audiences, campaign requirements and brand guidance.
- Compute support
- Search and language support research, vision creates assets, and agents organize campaign tasks.
- Business records
- Customer research, campaign plans, channel-specific copy and execution records.
SCENARIO 05 / Content
Coordinate text, image and video production.
Combine multimodal capabilities for product and advertising assets, social content, short videos and live-stream support.
- Business task
- Content goals, product assets, brand guidelines and publishing channels.
- Compute support
- Language drafts scripts, vision produces images, and video and speech extend the expression.
- Business records
- Copy, visual assets, video scripts and content drafts ready for review.
SCENARIO 06 / Management
Make company information useful for decisions and collaboration.
Support meetings, documents, knowledge bases, business analysis and automation to turn information into actionable context.
- Business task
- Meeting recordings, documents, business data and authorized system records.
- Compute support
- Transcription, visual parsing and retrieval work with reasoning and code tools for analysis.
- Business records
- Minutes and action items, document summaries, business reports and traceable task records.
Use cases operate within enabled capabilities and authorized scope. Outputs enter the company’s established review, execution and review-of-results processes.
05 / BUSINESS COMPUTE ACCOUNT
One business compute account. A clearer view of AI investment.
Plan for daily operations and software development within the business budget, reviewing task usage, project deliverables and subsequent use.
Enterprise compute account
An overview of account management dimensions
Available budgetTrack the compute budget and enabled scope
Period usageReview AI usage and costs for the period
AI tasksLink agents to business task records
Attribute costs to business activities
- Sales
- Service
- SCRM
- Marketing
- Content
- Management
Investment: where the budget goes
Review usage by business area, agent and task against the budget; manage software development investment by agreed scope, milestones and deliverables.
Output: what work AI supported
Link daily tasks to customers, tickets, content and orders, and development tasks to features, test records and released versions.
Impact: assess the return on investment
Assess AI-assisted outcomes using agreed attribution rules and real business data to inform budget and capability decisions.
One business budget, multiple capabilities.
Businesses use compute around work goals. Within the available service scope, the engine matches models and tools by quality, speed, cost and task type. Teams needing standalone APIs or specific models can agree on integration and routing policies.
06 / GET STARTED
Start with a business task or development need.
Use compute with Hanlan business applications or connect existing applications and agents. Deployment follows your system, data and management requirements.
Define the work
Describe the goals, teams, existing software and agents, and the tasks or features you need.
Agree on scope and budget
Define compute categories, service scope, deployment and metering terms.
Integrate and validate
Validate task execution, capability coordination, usage records and cost reconciliation in the agreed use case.
Operate and review
Use task outputs and real business records to refine budgets, model policies and workflows.
07 / QUESTIONS
A clear understanding before we begin.
Business teams can understand goals, budgets and outputs, while technical teams can confirm integration, metering and deployment.
Can evolution compute deliver software development?
Yes. Projects can cover websites, business applications, internal systems, integrations and automation tools, as well as improvements to existing software. The service spans scoping, prototypes, coding, integration, testing and deployment, with deliverables and acceptance criteria agreed per project.
Do teams have to choose models or manage tokens?
Teams can begin with business tasks and a budget. The engine matches capabilities within the service scope and task requirements. Tokens are one underlying metering unit; teams needing specific models or standalone APIs can agree on a separate integration policy.
How is business compute metered and settled?
Operational capabilities may be metered in tokens, requests, audio duration, image or video tasks and tool calls. Software development and iteration fees follow the project scope, milestones and service content, with settlement rules agreed beforehand.
How does AI Compute relate to private deployment?
AI Compute defines the capabilities a business uses; deployment defines where the system runs. Hanlan cloud, dedicated environments and private deployment are assessed against data, model access and operational requirements.
AI-DRIVEN OPERATIONS
Turn the work you need into a deliverable next step.
Whether you want to improve customer operations, develop software, connect a system or automate a workflow, start with a specific need and define a compute and delivery plan.