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  • Bid ManagementBid Management reinvented.
  • Compliance Questionnaire ResponseStreamline regulatory compliance responses
  • DDQ ResponseEvery DDQ Response, accurate, validated and audited for you.
  • ESG Questionnaire ResponseRespond to ESG and sustainability assessments
  • PQQ ResponsePre-qualify for more opportunities
  • Questionnaire ResponseAny questionnaire, handled in a flash.
  • RFP ResponseEvery RFP Response, handled your way.
  • RFX ManagementEvery RFX managed, your way.
  • Reference MappingAutomatically cite the right evidence every time
  • Security Questionnaire ResponseAny Security Questionnaire Response handled, whatever the format.
  • Tender ManagementEvery tender response, handled for you.
View all use cases→
  • Bid Management AutomationEvery bid orchestrated your way.
  • Compliance Questionnaire AutomationStreamline regulatory and compliance responses
  • DDQ Questionnaire AutomationEvery DDQ, handled, with certainty and proof.
  • ESG Questionnaire AutomationComplete ESG and sustainability assessments at scale
  • PQQ Questionnaire AutomationPre-Qualify more opportunities with less effort
  • Questionnaire AutomationEvery questionnaire, Automated,
  • RFP AutomationEvery RFP, handled for you. Your way.
  • RFX AutomationOne platform for every request document
  • Reference Mapping AutomationAutomatically link evidence to every answer
  • Security Questionnaire AutomationAny format. Any complexity. Any scale. We handle every security questionnaire, no exceptions.
  • Tender Response AutomationEvery tender response, handled your way.
View all solutions→
  • SEQUESTO aOSThe agentic operating system for commercial teams.
  • Agentic HarnessThe runtime layer that turns model capability into usable work.
  • Agent ForceJames and a specialist agent force built for bid and tender teams.
  • Context & KnowledgeThe knowledge layer that gives agentic work the right context.
  • Data & IntegrationsConnect the aOS to the systems your teams already use.
  • Bid CapabilitiesFlexible workflows for tenders, questionnaires, and structured commercial documents.
  • Products & InterfacesThe workspace layer where people, documents, and agents work together.
  • Security & GovernanceAuditability first, with enterprise security built into the platform.
  • Multi-Model IntelligenceA stable frontier-model foundation for agentic commercial work.
View all products→
  • Consulting & AdvisoryEvery consulting bid, handled. The final word, yours.
  • Facility Management & Infrastructure Multi-lot FM RFPs and tenders, governed, end-to-end
  • Financial Services & InsuranceEvery DDQ, RFI and RFP, handled. The final word, yours.
  • HR Services & StaffingEvery HR and workforce tender, handled for you.
  • Pharma & Life SciencesWin clinical services RFPs and supplier questionnaires
  • Software & ITEvery RFX project and questionnaire, handled.
View all industries→
  • ArticlesBid response, bid operations, applied AI
  • WebinarsIndustry conversations on the agentic shift in response management.
  • GlossaryRFP and bid response terminology, defined.
  • PressSEQUESTO in the news
  • IntegrationsNative to the stack your team already uses.
  • CompareHow does SEQUESTO compare?
SuperNova
SEQUESTO at SuperNova 2026 AntwerpSuperNova 2026 is almost here. And this year, SEQUESTO will be right in the middle of it.Read More→
View all resources→
  • AboutWhy we started. What we believe. Who we serve.
  • CareersHelp enterprise teams win the deals they were too stretched to chase
  • ContactTalk to our team
  • AuthorsThought leaders in procurement and AI
Hiring
SEQUESTO is hiringJoin the team building the agentic OS for commercial teams. Account Executive, open now.Apply→
View all company info→
  • Bid ManagementBid Management reinvented.
  • Compliance Questionnaire ResponseStreamline regulatory compliance responses
  • DDQ ResponseEvery DDQ Response, accurate, validated and audited for you.
  • ESG Questionnaire ResponseRespond to ESG and sustainability assessments
  • PQQ ResponsePre-qualify for more opportunities
  • Questionnaire ResponseAny questionnaire, handled in a flash.
  • RFP ResponseEvery RFP Response, handled your way.
  • RFX ManagementEvery RFX managed, your way.
  • Reference MappingAutomatically cite the right evidence every time
  • Security Questionnaire ResponseAny Security Questionnaire Response handled, whatever the format.
  • Tender ManagementEvery tender response, handled for you.
View all use cases→
  • Bid Management AutomationEvery bid orchestrated your way.
  • Compliance Questionnaire AutomationStreamline regulatory and compliance responses
  • DDQ Questionnaire AutomationEvery DDQ, handled, with certainty and proof.
  • ESG Questionnaire AutomationComplete ESG and sustainability assessments at scale
  • PQQ Questionnaire AutomationPre-Qualify more opportunities with less effort
  • Questionnaire AutomationEvery questionnaire, Automated,
  • RFP AutomationEvery RFP, handled for you. Your way.
  • RFX AutomationOne platform for every request document
  • Reference Mapping AutomationAutomatically link evidence to every answer
  • Security Questionnaire AutomationAny format. Any complexity. Any scale. We handle every security questionnaire, no exceptions.
  • Tender Response AutomationEvery tender response, handled your way.
View all solutions→
  • SEQUESTO aOSThe agentic operating system for commercial teams.
  • Agentic HarnessThe runtime layer that turns model capability into usable work.
  • Agent ForceJames and a specialist agent force built for bid and tender teams.
  • Context & KnowledgeThe knowledge layer that gives agentic work the right context.
  • Data & IntegrationsConnect the aOS to the systems your teams already use.
  • Bid CapabilitiesFlexible workflows for tenders, questionnaires, and structured commercial documents.
  • Products & InterfacesThe workspace layer where people, documents, and agents work together.
  • Security & GovernanceAuditability first, with enterprise security built into the platform.
  • Multi-Model IntelligenceA stable frontier-model foundation for agentic commercial work.
View all products→
  • Consulting & AdvisoryEvery consulting bid, handled. The final word, yours.
  • Facility Management & Infrastructure Multi-lot FM RFPs and tenders, governed, end-to-end
  • Financial Services & InsuranceEvery DDQ, RFI and RFP, handled. The final word, yours.
  • HR Services & StaffingEvery HR and workforce tender, handled for you.
  • Pharma & Life SciencesWin clinical services RFPs and supplier questionnaires
  • Software & ITEvery RFX project and questionnaire, handled.
View all industries→
  • ArticlesBid response, bid operations, applied AI
  • WebinarsIndustry conversations on the agentic shift in response management.
  • GlossaryRFP and bid response terminology, defined.
  • PressSEQUESTO in the news
  • IntegrationsNative to the stack your team already uses.
  • CompareHow does SEQUESTO compare?
SuperNova
SEQUESTO at SuperNova 2026 AntwerpSuperNova 2026 is almost here. And this year, SEQUESTO will be right in the middle of it.Read More→
View all resources→
  • AboutWhy we started. What we believe. Who we serve.
  • CareersHelp enterprise teams win the deals they were too stretched to chase
  • ContactTalk to our team
  • AuthorsThought leaders in procurement and AI
Hiring
SEQUESTO is hiringJoin the team building the agentic OS for commercial teams. Account Executive, open now.Apply→
View all company info→
Request Demo→

Use Cases

  • Bid Management
  • Compliance Questionnaire Response
  • DDQ Response
  • ESG Questionnaire Response
  • PQQ Response
  • Questionnaire Response
  • RFP Response
  • RFX Management
  • Reference Mapping
  • Security Questionnaire Response
  • Tender Management

Solutions

  • Bid Management Automation
  • Compliance Questionnaire Automation
  • DDQ Questionnaire Automation
  • ESG Questionnaire Automation
  • PQQ Questionnaire Automation
  • Questionnaire Automation
  • RFP Automation
  • RFX Automation
  • Reference Mapping Automation
  • Security Questionnaire Automation
  • Tender Response Automation

Product

  • SEQUESTO aOS
  • Agentic Harness
  • Agent Force
  • Context & Knowledge
  • Data & Integrations
  • Bid Capabilities
  • Products & Interfaces
  • Security & Governance
  • Multi-Model Intelligence

Industries

  • Consulting & Advisory
  • Facility Management & Infrastructure
  • Financial Services & Insurance
  • HR Services & Staffing
  • Pharma & Life Sciences
  • Software & IT
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Product
  1. Home
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  3. Agentic Harness

AGENTIC HARNESS

The runtime layer that turns model capability into usable work.

The Agentic Harness is the substrate behind how work gets executed in SEQUESTO aOS. It governs tool use, function calling, memory, reasoning, observability, and runtime safety so each task is assembled around the user’s request instead of pushed through one static chain.

Book a demo →Explore use cases →
Diagram of the Agentic Harness as the runtime substrate turning LLMs into response-work agents, with tool use, multi-model routing, grounded reasoning, and observability
  • Adviscent
  • Barona
  • Efficy
  • Eltel
  • ID Medical
  • ISS
  • Sligro
  • Nextbike

If the model layer provides intelligence, the harness turns that intelligence into a controlled runtime. It is the layer beneath James, not James himself.

TOOLING

Tool use and function calling.

The harness gives agents the ability to do real work across documents, knowledge, and connected systems. Structured tools and typed function calls keep those actions controllable instead of turning them into brittle prompt choreography.

Sequesto editor showing AI automated answers across DDQ rows and long-form RFP sections with inline source citations

STATE

Memory and reasoning.

Document-heavy work rarely happens in one step. The harness manages retained context, intermediate state, and reasoning flow so multi-step work stays coherent across extraction, drafting, review, and follow-up actions.

Diagram of the Agentic Harness tool layer showing typed function calls between agents and source systems

RUNTIME DESIGN

Runtime assembled per request.

A tender, a questionnaire, and a project review do not all need the same runtime path. The harness composes each run dynamically around the work at hand instead of forcing every task through the same fixed chain.

Visualisation of multi-model routing, grounded reasoning, and persistent memory across multi-step agent execution

OBSERVABILITY

Observable, constrained, and distinct from Agent Force.

The clearest way to understand the difference is simple: the harness is the runtime, Agent Force is the specialist system that runs on top of it. Observability, tracing, and safety rails live here because this is the layer that governs how the work executes.

Observability dashboard showing harness-level traces, eval results, and safety rail enforcement across agent execution

RELATED LAYERS

Explore what sits below the harness and what runs on top of it.

Multi-Model Intelligence

SEQUESTO runs most work on one primary model family and upgrades deliberately to the latest capable release. The architecture can evolve as models improve, but the priority is stability, quality, and consistency for the teams working on top of it.

Learn more →

Agent Force

Agent Force is the specialist layer on top of the harness. James orchestrates the work, while specialist agents handle extraction, drafting support, review support, and document operations across tenders, questionnaires, and structured commercial work. The heavy lifting scales, but the final wording and approval stay human.

Learn more →

Security & Governance

This layer is about proving what happened, controlling who can do what, and meeting enterprise security expectations without turning governance into a separate project. Traceability, usage visibility, access controls, SSO, ISO 27001, and SOC 2 Type II all support that goal.

Learn more →

See the runtime behind the workflow.

Walk through how the harness assembles work, coordinates tools, and keeps agentic execution controlled inside SEQUESTO aOS.

Book a demo →Explore use cases →