Professional agents

Supports finance research, policy analysis, project reports and professional writing in one traceable workflow.

• Finance and policy research
• Industry and project reports
• Literature and data synthesis

Develops research-topic options from policy and literature signals and explains the question, value and feasible route.

• Research-direction framing
• Topic comparison
• Value and feasibility analysis

Searches, filters and organises literature into research streams, findings, methods and gaps.

• Literature search and screening
• Theme clustering
• Research gaps and contribution space

Turns a research question into a theory framework, hypotheses, variables, data requirements and an executable method.

• Theory framework
• Hypotheses and variables
• Methods and identification conditions

Organises topics, research content, methodology, innovation and proposal text for social-science and education grants.

• Topic and rationale
• Research content and route
• Innovation and proposal draft

Organises policy documents and sector evidence into problem analysis, comparisons and recommendations.

• Policy mapping
• Regional or institutional comparison
• Policy reports and briefs

Searches papers, patents and technical sources to map technology routes, R&D trends and innovation directions.

• Technology-route search
• Emerging-direction discovery
• Paper and patent analysis

Searches relevant patents by problem, method and effect to produce reviewable prior-art leads.

• Semantic patent search
• Similar-patent screening
• Prior-art lead organisation

Compares prior art by problem, method and effect to identify defensible differentiation routes.

• Three-part comparison
• Innovation-point extraction
• Protection-route suggestions

Produces claims, specifications, embodiments, abstracts, drawing notes and editable application drafts.

• Claim structure
• Specification and embodiments
• Drawings and Word delivery

Structures R&D records, product concepts and experimental material into an invention disclosure ready for search and drafting.

• Technical material organisation
• Problem and solution structuring
• Embodiment completion

Builds production plans from orders, due dates, inventory, capacity and resources, with visible constraints and conflicts.

• Order and capacity matching
• Due-date and load balancing
• Plan comparison

Produces executable schedules under order, process, equipment, labour, shift, duration and due-date constraints.

• Multi-constraint scheduling
• Operation and machine assignment
• Delivery and utilisation balancing

Recalculates schedules after rush orders, equipment failure, material delays or labour changes and explains the impact.

• Disruption detection
• Local or global rescheduling
• Due-date impact analysis

Analyses process parameters, operating conditions and quality results to compare options and propose testable improvements.

• Process-parameter analysis
• Option comparison
• Optimisation route and validation conditions

Analyses progress, equipment utilisation, resource consumption and exceptions for operational explanations and actions.

• Progress analysis
• Resource-utilisation analysis
• Exception and bottleneck identification

Studies market size, growth, competition, customer needs and entry opportunities with traceable evidence.

• Market and sector analysis
• Competitive landscape
• Opportunity and action recommendations

Finds and screens target companies into prioritised prospect lists with fit rationale and outreach preparation.

• Target-company discovery
• Customer-fit assessment
• Lead priority and outreach preparation

Structures bid requirements into project understanding, technical approach, implementation, service and risk-control material.

• Tender requirement decomposition
• Technical and delivery approach
• Compliance checks and document assembly

Assesses how major models understand and present a company, identifies gaps, organises public information and retests.

• Question and platform testing
• Entity and citation analysis
• Content structure and retesting

Organises strategy, products, performance, qualifications and public Q&A for investors, customers and partners.

• Public-information audit
• Capital-markets narrative
• Website and Q&A system

Organises target markets, entry conditions, competition, compliance and customer development into an executable expansion plan.

• Target-market selection
• Entry conditions and risks
• Market-entry route

Ranks candidate countries using opportunity, compliance cost, competition and company fit with an explainable rationale.

• Evaluation criteria
• Country comparison
• Priority and sensitivity analysis

Retrieves restrictive measures, export controls and risk information with jurisdiction, date, subject and official source.

• Entity and list search
• Source verification
• Cross-jurisdiction research

Monitors tenders, funding and innovation calls, then deduplicates, qualifies and prioritises them for action.

• Public-opportunity monitoring
• Eligibility and fit triage
• Priority and next actions

Finds customers in target markets, verifies fit and prepares screening, contact and follow-up material.

• Overseas customer search
• Business-fit assessment
• Screening and outreach support

Answers business, process and operational questions in rule-dense services and hands complex matters to human teams.

• Specialist Q&A
• Process guidance
• Triage and human handoff

Provides internal search, Q&A and guidance over policies, product material, business documents and cases.

• Internal source search
• Policy and product Q&A
• Role guidance

Continuously searches reliable sources and produces traceable industry briefs by topic, time and format.

• Multi-source monitoring
• Source filtering and deduplication
• Daily, weekly or thematic briefs

Processes heterogeneous information, sector knowledge and risk signals for identification, explanation and decision preparation.

• Multi-source information understanding
• Risk-signal identification
• Explanation and decision support

Connects maritime rules, vessel data, emissions calculations, carbon-market information and compliance coordination.

• EU ETS preparation
• Emissions and allowance calculations
• Account and market coordination

Organises calculations and explanations for fuel GHG intensity, compliance balance, penalties, pooling and applicable rules.

• GHG-intensity calculation
• Penalty and compliance balance
• Pooling and planning analysis

Uses fuel type, feedstock and project conditions to identify possible certification routes and follow-up checks.

• Fuel and feedstock identification
• Certification triage
• Certification-route suggestions

Supports sustainability-standard search, disclosure analysis, rating research, report drafts and compliance preparation.

• ESG standards and policy search
• Disclosure and rating analysis
• Sustainability report draft

Organises carbon prices, policies, market mechanisms, trading data and sector evidence into market analysis.

• Carbon price and market data
• Policy and mechanism analysis
• Carbon research reports