The intelligence behind Orion

The AI that turns the industry's most hated work into bid capacity.

Between finding a project and deciding to pursue it sit hours of searching, downloading, sorting, reading, cross-referencing, measuring, and assembling evidence. Orion gives that repeatable work to a coordinated multimodal intelligence system, then returns a source-linked opportunity record your team can inspect and move.

Orion intelligence systemOne evidence-linked operating layer
Ingest 01 See 02 Reason 03 Verify 04 Act 05
WORKFLOW STATUSIntelligence available where the work happens Governed workflows exposed through MCP
Native vision for up to 1,000-page PDFs Text, drawings, tables, and charts Typed outputs with exact source paths Callable MCP workflow tools

The bottleneck before the bid

The work everyone hates controls how much work the company can pursue.

Project opportunity does not become revenue on discovery alone. Someone still has to assemble the record, understand what matters, and move the right work to a qualified decision before the bid clock runs out. That manual queue is both deeply unpopular and directly tied to commercial throughput.

01

Find and assemble the record.

Search the lead source. Open every project. Download the available plans, specifications, addenda, schedules, and attachments. Remove noise, organize versions, and rebuild the project context.

02

Reconstruct what the documents mean.

Trace a requirement across divisions, drawings, details, tables, notes, revisions, and exclusions. Resolve what changed, what conflicts, what is missing, and what deserves a deeper look.

03

Decide where expert time can make money.

Only after the preparation work can experienced people apply engineering, estimating, pricing, relationship, and pursuit judgment. Every hour spent preparing the record limits how many opportunities reach that point.

One coordinated intelligence system

This is not a chatbot attached to your files.

A chatbot answers a question. Orion runs the work. It turns the full project record into addressable evidence, deploys the right specialist workflow for each task, joins the results, and returns a governed commercial artifact with the proof still attached.

  1. 01 · Receive

    Build the project record

    Plans, specifications, addenda, schedules, tables, details, and approved tenant context enter one scoped evidence record.

  2. 02 · See

    Understand every evidence form

    Native visual analysis reads language, drawings, diagrams, charts, tables, callouts, and page layout without flattening the set into text alone.

  3. 03 · Retrieve

    Find the evidence that matters

    Question-specific retrieval scopes, expands, deduplicates, reranks, and addresses the strongest text and visual evidence.

  4. 04 · Orchestrate

    Deploy specialist workflows

    Project, measurement, engineering, product, calculation, reporting, and QA responsibilities run as coordinated typed stages.

  5. 05 · Verify

    Reconcile result and proof

    The system joins parallel work, validates output contracts, surfaces conflicts, and keeps unsupported conclusions unresolved.

  6. 06 · Deliver

    Return the qualified next move

    The result arrives with source locators, calculation basis, uncertainty, review state, ownership, and the next governed action.

What the intelligence can do

Advanced capability, engineered into inspectable work.

Orion combines native multimodal understanding, long-context synthesis, evidence retrieval, structured outputs, computation, and workflow orchestration. The value is not any one capability in isolation. It is how they operate together against one governed project record.

Sees the document, not just extracted text.

Orion uses native visual document understanding across PDFs up to 1,000 pages, keeping text, images, diagrams, charts, tables, and layout in the analysis context.

  • Understands visual and textual evidence together
  • Preserves page structure and document relationships
  • Interprets drawing-heavy and table-heavy material
Result and commercial effect
System result
A multimodal project record that can be searched, compared, cited, and reviewed.
Commercial effect
Dense sets become workable without forcing a specialist to inspect every page first.

Connects the whole project record.

Requirements rarely live in one place. Orion correlates information across plans, specifications, addenda, schedules, details, and approved product or engineering context before it forms a conclusion.

  • Cross-file and cross-page reasoning
  • Stateful project context across workflow stages
  • Contradictions and missing evidence remain visible
Result and commercial effect
System result
One connected evidence picture instead of a pile of disconnected summaries.
Commercial effect
Reviewers spend time on the decision, not reconstructing the record around it.

Produces typed records, not loose prose.

Validated output contracts turn unstructured project material into predictable needs, quantities, classifications, warnings, evidence objects, report sections, and actions.

  • Required fields and allowed values stay explicit
  • Structured results feed tools and downstream systems
  • Schema validation protects workflow handoffs
Result and commercial effect
System result
Stable, machine-usable artifacts that still read clearly to people.
Commercial effect
The same intelligence can move from analysis to report, CRM, or approved automation without re-keying.

Finds the proof and keeps it attached.

Orion retrieves from the authorized source set, combines evidence search with structured analysis, and carries document, page, sheet, section, detail, and region locators when the source supports them.

  • Source-linked findings and inline evidence paths
  • Text and visual retrieval in one review flow
  • No-evidence outcomes are recorded, not hidden
Result and commercial effect
System result
Every material claim has a route back to the physical source or a visible evidence gap.
Commercial effect
Technical review becomes faster because verification starts at the cited location.

Calculates with the work showing.

Reasoning, computation, and deterministic validation operate as distinct steps. Quantities retain scale, geometry, formulas, named inputs, units, assumptions, cross-checks, conflicts, and verification state.

  • Computation is separated from unsupported guessing
  • Formula traces stay beside the quantity
  • Missing inputs become questions or UNKNOWN values
Result and commercial effect
System result
A calculation record an estimator or engineer can inspect and challenge.
Commercial effect
First-pass quantity work can advance without turning an AI response into hidden estimating authority.

Runs long work as an observable system.

Complex analysis can continue as a background workflow with state, execution stages, tool results, progress events, recovery behavior, and a completed result that remains connected to the project record.

  • Independent evidence work runs in parallel
  • Progress remains visible while the workflow runs
  • Human input can pause and continue the same run
Result and commercial effect
System result
A traceable operating workflow instead of a one-off response window.
Commercial effect
Large analysis jobs keep moving without making the user babysit a prompt.

MCP-native workflow access

Orion is not trapped inside one application.

Orion exposes its production workflows through Model Context Protocol as named, structured, callable tools. Approved MCP-compatible systems can invoke the same opportunity intelligence used inside Orion without rebuilding its document reasoning, evidence handling, calculation logic, or review workflow.

APPROVED WORK SURFACES

A connected system requests a capability.

  • Internal intelligence applications and assistants
  • Commercial, technical, and revenue-operations work surfaces
  • Project, document, CRM, and collaboration systems
  • Customer-defined integrations operating within approved scope
ORION MCP TOOL LAYER

A complete governed workflow runs behind one call.

  • Screen and prioritize a project opportunity
  • Retrieve evidence and run project analysis
  • Calculate, validate, and assemble structured outputs
  • Return a source-backed report or approved follow-up package
  1. 01Receive
  2. 02Orchestrate
  3. 03Retrieve
  4. 04Analyze
  5. 05Reconcile
  6. 06Review
  7. 07Deliver

The commercial equation

Bid capacity is revenue capacity.

When manual document review is the slowest part of opportunity pursuit, growth requires more people just to keep the queue moving. Orion absorbs the repetitive search, comparison, extraction, organization, and first-pass analysis so expert attention can concentrate on decisions, exceptions, pricing, relationships, and strategy.

Manual capacityMore source projects more document labor a fixed opportunity ceiling
Orion capacityMore source projects automated preparation more qualified pursuits per team
  • Evaluate more projects without asking specialists to read every page first.
  • Reject weak opportunities sooner and protect expensive technical time.
  • Advance strong opportunities faster with their evidence, questions, and next action already assembled.
  • Put experienced people on revenue work instead of document hunting and record preparation.

Less specialist time preparing the record. More qualified projects reaching a decision. More chances to bid, compete, and win. Revenue still depends on project fit, bid quality, pricing, market conditions, execution, and win rate. Orion changes the amount of qualified work a team can put into that equation.

Intelligence FAQ

What an advanced system should make clear.

The architecture is powerful because capability, evidence, state, and human authority remain connected throughout the work.

Orion turns document burden into opportunity throughput.

Is Orion a chatbot attached to project files?

No. A chatbot returns a response. Orion runs coordinated business workflows that retrieve evidence, understand documents and drawings, route specialist work, perform and validate calculations, reconcile results, assemble structured outputs, and preserve the review state needed for action.

What can Orion understand inside a project document set?

Orion works across text, images, diagrams, charts, tables, page layout, rendered drawings, specifications, schedules, details, addenda, and localized visual regions. It keeps those evidence forms connected to their document and page identities for retrieval and citation.

Can other systems use Orion intelligence?

Yes. Orion exposes approved production workflows as named, structured MCP tools. Compatible systems can invoke opportunity screening, evidence retrieval, project analysis, calculation, reporting, and follow-up capabilities while Orion keeps tenant context, evidence paths, review state, and approval rules intact.

Does advanced automation remove human review?

No. Orion automates the repeatable preparation work and escalates the decisions that require accountable judgment. Final estimating, engineering, suitability, equivalency, pricing, pursuit, submission, and commercial decisions remain with qualified people.

Put the intelligence to work

Stop letting document review decide how much your company can pursue.

Bring Orion the queue that slows the pipeline, drains experienced teams, and limits opportunity capacity. We will show you how the intelligence moves the work from source documents to a qualified, review-ready decision.