SUMMENSA / Services & Solutions
Applied AI & intelligent business systems
Start with the information, decisions and controls a useful AI system needs.
Active professional service
Exposed hardware of the Frontier supercomputer at Oak Ridge National Laboratory. OLCF at ORNL, 2022. OLCF at ORNL · CC BY 2.0
External editorial reference; not a SUM VISUM facility or project. Credits & changes.jpg){kind=link}
Who this is for
Operations teams, knowledge-intensive organizations, institutions and product teams.
SUMMENSA / Professional services
Services and deliverables
01
Enterprise AI consulting & adoption
Assess workflows, information readiness and risk; prioritize use cases against measurable business needs rather than introducing a model everywhere.
- Deliverable
- AI use-case inventory, readiness/gap review and prioritized adoption roadmap.
Active professional service
Discuss this service02
AI assistants & knowledge systems
Design source-based retrieval, permissions, evaluation sets and citation behavior. Generative models require an authorized provider, privacy review and real testing.
- Deliverable
- Bounded knowledge assistant prototype, source inventory, retrieval evaluation and human-escalation design.
Active professional service
Discuss this service03
AI-enabled business automation
Structure classification, routing and document-processing workflows with confidence thresholds, exception queues and accountable human approval.
- Deliverable
- Workflow design, bounded AI integration, exception tests and human-review controls.
Active professional service
Discuss this service04
Language AI & African-language technologies
Define multilingual datasets, terminology and evaluation protocols with qualified speakers. Data rights and language-specific quality come before deployment.
- Deliverable
- Language/data feasibility brief, reviewed examples and a documented multilingual evaluation set.
Active professional service
Discuss this service05
AI evaluation, safety & quality assurance
Test grounded answers, failure cases, privacy leakage and human-review procedures using an agreed evaluation plan; report limitations and unresolved risks.
- Deliverable
- Evaluation protocol, test cases, failure/risk log and technical recommendations with limits.
Active professional service
Discuss this service06
Applied AI research & prototyping
Build narrowly scoped proofs of concept with test datasets, acceptance criteria and a clear decision on whether further engineering is justified.
- Deliverable
- Proof of concept, reproducible experiment notes, benchmark results and feasibility decision brief.
Active professional service
Discuss this service
What the work produces
A use-case assessment, architecture, evaluation plan and a bounded implementation or prototype where agreed.
SEDO offers conversational AI with consent through Groq Free, grounded in public SUM VISUM website sources. Its local guide remains available as a fallback.
Delivery / evidence
Client value and delivery
The customer problem
AI use cases without clear sources, evaluation criteria or human accountability.
Intended outcome
A bounded AI decision or prototype with documented evidence and known limitations.
How acceptance is agreed
Define permitted sources, representative evaluation cases, error categories and human escalation. Compare outputs against the agreed rubric and report failures as well as useful results.
Delivery prerequisites
Source permissions, permitted data, evaluation responsibility and approved infrastructure must be confirmed. External model costs or provider activation require separate authorization.
SEDO: conversational AI and local source guidance
Try SEDO with “translation and localization” or “SUMAGRI offline application”. Inspect the linked website sources. This demonstrates local source retrieval, not external generative AI, autonomous action or a customer deployment.
SEDOFrom first conversation to engagement
The initial contact is a no-obligation project discussion, with no charge at this stage. It is not a consulting engagement.
Share the project
Describe your need, your audience and the result you want to achieve.
Clarify the scope
We review the enquiry and discuss the details that need clarification.
Shape a proposal
A tailored proposal or quotation may follow the agreed project outline.
Agree the engagement
Deliverables, commercial terms and delivery arrangements are agreed before paid work begins.
A coordinated SUM VISUM project
One enquiry can coordinate the capabilities a project needs. Scope, responsibilities and specialists are confirmed together.