THE GROUNDING LAYER FOR AI-LED SDLC

As AI writes more of your product, Lucigent ensures your AI builds what you meant.

One living memory beneath the AI tools your team already uses — so intent survives every handoff.

Jira

GitHub

Cursor

Claude Code

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Start a pilot

1.7×

more issues in AI-co-authored PRs vs human code

CodeRabbit · Dec 2025 · 470 PRs

91%

longer code review when AI tools are used heavily

Faros AI · 2025 · 1,255 teams

~2×

code churn — lines rewritten within two weeks

GitClear · 2024

+41%

rise in code complexity after AI adoption

CMU · MSR 2026

1.7×

more issues in AI-co-authored PRs vs human code

CodeRabbit · Dec 2025 · 470 PRs

91%

longer code review when AI tools are used heavily

Faros AI · 2025 · 1,255 teams

~2×

code churn — lines rewritten within two weeks

GitClear · 2024

+41%

rise in code complexity after AI adoption

CMU · MSR 2026

The shift

AI was supposed to be faster and cheaper. The data doesn't fully align.

Generation is cheap now — but the work moved to verifying what the AI produced. The promised gains are being eaten by longer reviews, rework, and rising complexity.

Why it's happening

Every persona has an AI. The decisions still get lost.

Those decisions used to get made in grooming, planning, and the Slack threads — then folded back into the spec. The agentic flow skips that, so they scatter across tools and never reach the one that builds.

The requirement's AI sees the words — not the questions.

The IDE's AI sees the code — not the intent.

CI's AI sees the diff — not what was meant.

Three AIs, three guesses, no shared truth — so a GDPR violation ships.

It's not missing intelligence — it's missing grounding.

It's not missing intelligence — it's missing grounding.

Jira · Product AI

ACC‑247

To do

As an admin, I can delete a user account

Never asks:

GDPR?

IDE · Dev AI

src/users/delete.ts

await db.delete(users)

.where(eq(id)) // cascades✓ 12 tests passed

PR #1247

lint

unit tests

build

Merge pull request

— Lucigent, the grounding layer

— Lucigent, the grounding layer

Everything you build, woven into one living graph beneath it all.

Your work is continually ingested into a single living knowledge graph — then reached three ways, so every persona is grounded in the same memory.

In action · one ticket, every persona

Pick a persona. Watch the work build itself.

APP‑247

The same ticket — — end to end in every persona's own tool. First and last frames are theirs; the middle is Lucigent grounding the graph.

In action · one ticket, every persona

Pick a persona. Watch the work build itself.

APP‑247

The same ticket — — end to end in every persona's own tool. First and last frames are theirs; the middle is Lucigent grounding the graph.

In action · one ticket, every persona

Pick a persona. Watch the work build itself.

APP‑247

The same ticket — — end to end in every persona's own tool. First and last frames are theirs; the middle is Lucigent grounding the graph.

Product

Jira · intent precision

Developer

Cursor · grounded build

QA/SDET

GitHub · independent check

Leadership

Linear · scope & sequence

Product

Jira · intent precision

Developer

Cursor · grounded build

QA/SDET

GitHub · independent check

Leadership

Linear · scope & sequence

The payoff

One memory.

Four payoffs.

One memory. Four payoffs.

The same grounding layer pays off differently for everyone who touches the ticket — measured, not promised.

Conservative numbers from early engagements.

We instrument these from day one of a pilot — by the end of two weeks, you have your own numbers, not ours.

Product owner

~20%

faster grooming

Requirements arrive enriched. Duplicates caught before sprint commits. Ambiguity surfaced before it becomes rework.

QA

~90%+

AC test coverage

Coverage from intent in the graph. ~7 in 10 generated tests accepted as-is, vs industry ~3 in 10.

Developer

~25–30%

fewer iterations per ticket

Builds against the full requirement, first time. ~20–30% lower IDE token use (~1.5K curated vs ~15K+ broad discovery). Higher code acceptance.

Leadership

~15–20%

eng hours from rework to new features

Overall cost reduction. Plus ~40% faster root-cause, and an audit trail every release, mapped to your uploaded frameworks.

Product owner

~20%

faster grooming

Requirements arrive enriched. Duplicates caught before sprint commits. Ambiguity surfaced before it becomes rework.

Developer

~25–30%

fewer iterations per ticket

Builds against the full requirement, first time. ~20–30% lower IDE token use (~1.5K curated vs ~15K+ broad discovery). Higher code acceptance.

QA

~90%+

AC test coverage

Coverage from intent in the graph. ~7 in 10 generated tests accepted as-is, vs industry ~3 in 10.

Leadership

~15–20%

eng hours from rework to new features

eng hours from rework to new features

Overall cost reduction. Plus ~40% faster root-cause, and an audit trail every release, mapped to your uploaded frameworks.

Get started

Get started

Get started

See it on your own work.

Start a pilot on one team, or get a live walkthrough first — whichever fits.

Request a demo

See Lucigent ground a single ticket end to end — intent in, grounded build, independent verification — live with our team.

Request a Demo

Start a pilot

One team, one real project, the tools you already use. By week two you leave with your own numbers — not ours.

Start a pilot

Start a pilot

independently verified out

Precise intent in

grounded code from it

independently verified out

Precise intent in

grounded code from it

Lucigent makes the intent precise, then grounds both the build and the check on it.

independently verified out

grounded code from it

Precise intent in

The grounding layer beneath the AI tools your team already uses.

For your team

Product

Developers

QA

Leadership

Get started

Contact

Start a pilot

© 2026 Lucigent. The intent layer for AI-driven software development.

The grounding layer beneath the AI tools your team already uses.

For your team

Product

Developers

QA

Leadership

Get started

Contact

Start a pilot

© 2026 Lucigent. The intent layer for AI-driven software development.

© 2026 Lucigent. The intent layer for AI-driven software development.

The grounding layer beneath the AI tools your team already uses.

For your team

Product

Developers

QA

Leadership

Get started

Contact

Start a pilot

© 2026 Lucigent. The intent layer for AI-driven software development.

The grounding layer beneath the AI tools your team already uses.

For your team

Product

Developers

QA

Leadership

Get started

Contact

Start a pilot