CI projects don’t fail in planning.
They fail in execution.

The work gets done. The review still rejects it.

CI / CAPA / DMAIC teams ship documents that look complete but get flagged at review for the same handful of failure modes:

• Operator-error attributed as the root cause
• Training-only CAPAs in regulated environments
• “Continue to monitor” as effectiveness check
• Fabricated savings with no methodology or sensitivity band
• Undefined targets(“industry standard”, “acceptable level”)

The work was already done. The reviewer just wanted it written so it could pass.

Every regulated CI team. Every quarter. Forever.

The buyer is a CI Director, QA VP, or OpEx leader who owns the quality and savings of a portfolio of projects. They have the budget. They’ve been burned. They’ve seen Minitab, KaiNexus, iGrafx, Veeva. None of them grade the actual work.

30-second senior-review audit. Free. No signup.

Drop a charter, A3, CAPA, RCA, business case, standard work, or full DMAIC into the audit on the homepage. In 30 seconds, the visitor gets:

• Overall rigor score (honestly clamped)
• Per-section scoring + flags
• FDA Warning Letter pattern matches with real citations
• 5-reviewer panel (MBB / FDA reviewer / CFO / plant / sponsor)
• Fully rewritten replacement for every flagged span
• Heat-mapped source document with inline flagging

This is the conversion engine. Try-before-buy without friction.

One click. Audit becomes corrected project.

End of every audit: a giant teal button. “Fix this for me.”

Taktly applies every rewrite to the source text and runs the corrected document through a deep-extraction pipeline. The user lands in a free Taktly project loaded with their work — rewritten to MBB grade — with every artifact already populated:

• Hypotheses (with verdicts)
• 5-Why chains (linked to parent hypothesis)
• Countermeasures (FMEA-ready)
• Verifications (baseline / target / current)
• Savings model inputs ($/yr cached)
• Process gaps + event timeline

From try-it-for-fun to working-in-Taktly in 90 seconds.

DMAIC workspace with the MBB math built in.

One Project Context Graph. Every layer reads from it.

Every audit, every coherence check, every AI route, every visual surface reads from one normalized memory layer. That’s why the Devil’s Advocate knows what the 5-Why chain says. That’s why the savings model knows what the goal target is. That’s why Taktly Watch knows what “holding” means six months after the project closed.

Graded against named standards.

Procurement leads ask for the receipts. We publish them:

Built. Live. Shipping weekly.

• Full DMAIC enginelive with FMEA, Devil’s Advocate, Taktly Watch, savings model
• Free public audit with FDA pattern matching, 5-reviewer panel, and Fix-this-for-me handoff
• Industry landing pages for pharma, medical device, food
• QA validationby Bitrupt — Critical Tier 45/45 passed; Standard Tier in flight
• Named case studies with photos: Ashley Dupigny (state government), Ricardo Williams (operations)

Built by Vernon Lee — a non-technical founder who watched too many DMAICs die in execution and decided nobody else was going to fix it.

Free forever. Founder pricing for the first 100 customers.

Enterprise from $50K/yr: unlimited seats, BYOK, self-hosted, SOC 2, dedicated support.