LACE · Long-Form Artifact Construction Engine

Make AI work for your company.

LACE product preview
LACE product preview

Give AI the full context of your company, project, and requirements.

Effectively generate valuable documents that hold up to real review.
Policy, reports, proposals - LACE builds it right.

What is LACE?

LACE helps teams create and maintain long, important documents - intelligently.

Most AI tools can write a page. But real work lives in 50-200 page documents - proposals, technical plans, compliance reports, policy manuals - where sections depend on each other and small changes ripple everywhere.

LACE connects to your corporate knowledge base - policies, prior reports, standards, internal language - so documents are not just written. They are informed.

Upload:

Generate consistent, organization-wide documents.

LACE lets you generate long, coherent documents that go beyond the limits of commercial AI tools like ChatGPT, Gemini, Grok, Claude, and more.

Use Cases

Who LACE Works For

Pick a domain to see where LACE is strongest for long, high-stakes document workflows.

Financial Regulatory Filings

Financial filings demand precise language, strict consistency, and fast updates when numbers move. LACE keeps long reports coherent while making controlled AI-assisted revisions safer and easier to review.

Documents

  • 10-K / 10-Q
  • S-1 filings
  • Risk disclosures
  • Prospectuses

Common Challenges

  • Risk language must be extremely precise
  • Changes in financial numbers cascade
  • Legal review cycles cause section-level edits

How LACE Fits

  • Conservative regeneration strategy
  • Locked legal-approved blocks
  • StyleAnchor for corporate legal tone
  • CompetencySpec checks for specific risk coverage

The Problem

Most AI tools are built for chat. Your work is not chat.

What teams do today in ChatGPT, Gemini, and commercial chat apps when trying to produce high-stakes deliverables:

01

Collect Everything Into One Prompt

You do: You gather policies, templates, source files, old deliverables, and requirements into one giant chat prompt.

What happens: Critical context gets trimmed, skipped, or buried before the model starts writing.

02

Try To Force A Specific Format

You do: You describe exact section order, response style, mandatory headings, and strict structure rules.

What happens: Output drifts from the required format, so you spend cycles re-prompting and restructuring.

03

Chase Citation Quality

You do: You request source-grounded writing with explicit references and no fabricated claims.

What happens: You still need manual checks for unsupported statements, weak citations, and hallucination risk.

04

Patch Section By Section

You do: You regenerate chunks repeatedly to fix tone, gaps, and consistency across a long document.

What happens: Each new edit can break earlier sections and trigger another expensive review pass.

05

Run A Final Manual Rescue

You do: You manually reconcile style, structure, references, and requirements before submission.

What happens: The team becomes the orchestration layer. AI helps, but it does not reliably work for your business context.

This is the core gap: teams need AI to operate inside their real business context and output constraints, not just answer prompts.

What Changes With LACE

Instead of one-off prompts, teams get a document workflow tuned to their real context.

Context-Aware By Default

LACE works from your company standards, project constraints, policies, and source material so output actually fits your environment.

Built For Long Documents

From proposal volumes to technical plans, LACE handles large artifacts without losing the thread.

Consistent Voice And Structure

Keep style, terminology, and section quality aligned across the entire document, not just one page.

Grounded, Verifiable Output

LACE is designed to reduce hallucinations by grounding writing in your real source documents, checking claims against available evidence, and producing citation-ready sections for review.

Retrieval & Search

Smarter Retrieval. Real Search.

Legacy systems rely on keyword matching. If the exact word is not there, you get nothing.

Search term: cat

Legacy System

Corpus entry

"A furry feline creature..."

No match

LACE

Corpus entry

"A furry feline creature..."

Match found

Because LACE does not just match words. It understands meaning.

Supported Document Sources

Connect the repositories teams already use for controlled document workflows.

SP

SharePoint

Microsoft 365 sites and document libraries

GD

Google Drive

Shared drives, folders, and workspace docs

OD

OneDrive

Personal and team files in Microsoft 365

BX

Box

Enterprise content and governance workspaces

DB

Dropbox

Team repositories and synced project folders

How Teams Work In LACE

01

Load Your Working Context

Bring in your policies, templates, prior documents, requirements, and source data.

02

Search And Retrieve What Matters

LACE ingests your sources, chunks and embeds them, and enables smart vector search so teams can find meaning, not just keywords.

03

Generate With Guardrails

LACE builds and refines sections with your structure and goals in view, not as isolated chat answers.

04

Review, Regenerate, Deliver

Focus regeneration where needed, keep decisions traceable, and publish final deliverables with confidence.

Trust And Deployment

  • Works for SaaS and enterprise on-prem environments
  • Supports sensitive and regulated documentation workflows
  • Integrates with your preferred model providers
  • Designed for auditable, repeatable document production

Deployment Options

  • Cloud-hosted workspace
  • Dedicated enterprise install
  • On-prem deployment
  • API-driven integration into existing workflows

Ready To Build Serious Documents With AI?

Bring your context. Keep your standards. Ship high-stakes documents faster.