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·Tarek Nachnouchi

How an architect can combine Notion AI and Midjourney to cut quote turnaround by 50%

Julien, an independent architect in Bordeaux, cut quote preparation time by 50% combining Notion AI for brief writing and Midjourney for fast concept visuals. 8 hours saved per project.

An architecture project rarely starts with drawings. It starts with a commercial proposal: project brief, aesthetic vision, budget estimate, timelines. For Julien, an independent architect in Bordeaux, this quoting phase averaged 12 to 15 hours per project, with a large portion spent drafting the project brief and producing mood boards to convince the client.

By combining Notion AI for writing and Midjourney for visuals, he cut this phase by 50%, recovering 6 to 8 hours per project reinvested in billable execution or new client acquisition.

The Hidden Cost of the Quoting Phase

The quoting phase is often unbilled or underbilled. An independent architect who spends 12 hours preparing a quote for a project that does not proceed has lost a day and a half of billable time. According to a 2025 survey by the French Order of Architects, independent architects spend an average of 22% of their working time on unconverted commercial proposals.

Reducing this time without sacrificing proposal quality is a direct lever on profitability.

Julien's Workflow with Notion AI

Julien has created in Notion a set of brief templates by project type: residential renovation, extension, new construction, commercial space rehabilitation. Each template includes standard sections (context description, functional program, regulatory constraints, budget estimate, schedule).

With Notion AI, he now fills these templates by dictating notes after the site visit. He tells Notion AI: "Write the functional program from these notes: family of 4, 140 sqm, open kitchen onto living room, add master bedroom with en-suite bathroom." Notion AI produces a structured first draft in 2 minutes, which Julien refines in 15 minutes rather than writing from scratch in 2 hours.

Visual Production with Midjourney

One of the most time-consuming parts of the quoting phase was producing mood boards. Julien used to spend 3 to 4 hours searching Pinterest references and formatting them in a Canva presentation.

With Midjourney, he directly generates concept visuals suited to the project in 20 to 30 minutes. He describes the desired atmosphere in English ("Haussmann apartment renovation, Paris style with modern touches, warm wood, white walls, natural light, 4K architectural photography") and obtains several proposals in under 2 minutes.

He selects the best ones, integrates them into his Notion presentation, and submits them to the client to validate aesthetic direction before investing in 3D renders.

Results After 6 Months

Julien applied this workflow to 18 projects over six months. Average quote preparation time dropped from 13 hours to 6.5 hours, a 50% reduction. On a base of two new projects per month, that represents 13 hours saved monthly.

His quote-to-contract conversion rate also improved by 4 points, with Midjourney visuals helping clients visualize more easily and validate aesthetic direction from the first presentation.

What This Workflow Does Not Cover

Midjourney generates concept images, not drawings. Notion AI produces text, not technical documents. Both tools accelerate the commercial phase, but the execution phase (drawings, 3D models, planning permission file) remains fully handled with Julien's usual technical tools.

Setup with Expert Support

Julien set up this workflow in two days with an IMPACT methodology consultant. The first day focused on creating Notion templates and configuring Notion AI. The second day on building a Midjourney prompt library for his usual styles and training on rendering parameters.

The TransformAudit at 1,490 euros covers precisely this type of scoping, allowing an architect or design bureau to identify the tools best suited to their project types and client base.

If you want to cut your quote preparation time without sacrificing presentation quality, contact us for a 30-minute call.

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The IMPACT method

The IMPACT Method: from strategy to visible results in 30 days.

A 6-step execution framework. Every step delivers concrete output and measurable KPI tracking. No endless exploratory phase, only practical momentum from month one.

I

Audit – Scoping (Week 1)

AI maturity diagnosis of your organization, process mapping, and bottleneck identification.

Deliverable: Diagnostic report + AI maturity scoreKPI : Maturity score out of 100, sector benchmark
M

Mission (Week 2)

Business-impact prioritization of use cases (not tech convenience), with a 90-day roadmap and estimated ROI by use case.

Deliverable: Dated and budgeted AI transformation plan (PDF)KPI : Projected ROI by use case, deployment timeline
P

Pilot (Weeks 3-4)

Operational deployment of the highest-impact use case: tooling, configuration, and integration in existing workflows.

Deliverable: First use case deployed and runningKPI : Before/after baseline (time saved, cost reduced, revenue impact)
A

Adoption (Weeks 4-6)

Team enablement on deployed tools, internal AI owner coaching, and change-management execution.

Deliverable: Training kit, user guide, trained AI ownerKPI : D+30 adoption rate, internal NPS
C

Consolidation (Months 2-3)

Monthly KPI review, optimization loops, and stack-up of next use cases.

Deliverable: KPI dashboard, monthly progress reportKPI : Actual vs projected ROI, number of active use cases
T

Transfer (End of engagement)

Full documentation and skills transfer so the company can run autonomously.

Deliverable: Complete transfer packageKPI : Validated autonomy (team runs without external support)

AI consultant in Bordeaux, across France, Europe, and MENA

AI consultant for SMBs and startups, based in Bordeaux and supporting teams across France, Europe, and the MENA region.

An AI consultant helps organizations identify use cases with measurable impact, select practical tools, deploy useful workflows, and train teams so adoption is real. That is exactly the role I deliver for SMBs, startups, and scale-ups.

Company profiles supported

Company typeTypical AI missionsWhen it fits
SMBs and micro-businessesAI diagnostics, operations automation, CRM optimization, marketing workflows, KPI steering, and team enablement.Teams of 5 to 250 people looking for visible gains without an internal AI department.
Startups and scale-upsUse-case prioritization, product acceleration, AI workflows, and business-team tooling.Teams that need to scale faster without adding process complexity.
Executive teams and leadership committeesDigital transformation framing, AI roadmap design, ROI arbitration, governance, and adoption strategy.Leaders who want an AI consultant who speaks business outcomes before technology.

Coverage areas

  • Bordeaux
  • Gironde
  • Nouvelle-Aquitaine
  • France, Europe, MENA region

What clients usually need most

An AI and digital transformation advisor who can connect ROI, adoption, tools, governance, and enablement. Not just technology talk: operational execution aligned with business priorities.

TransformAudit

TransformAudit: your AI and digital transformation audit delivered in one week.

A complete AI transformation audit for SMBs, startups, and scale-ups: structured questionnaire, AI analysis, PDF report, 90-day roadmap, prioritized use cases, and estimated ROI by use case.

Step 1

You complete a guided online questionnaire (30-45 min, sector-adapted)

Step 2

You can upload key documents (optional, for higher precision)

Step 3

Our AI engine analyzes your context and benchmarks your organization

Step 4

You receive a complete PDF report within 5 business days

1 490 €

or €49/month for quarterly updates

Funding available

Bpifrance and regional support programs may co-finance up to 50% of this audit. I can help you prepare the application.

Aperçu du rapport PDF

What is included in the report

  • AI maturity score for your organization (out of 100)
  • Benchmark versus your sector
  • Top 5 AI use cases ranked by ROI potential
  • 90-day roadmap with milestones, estimated budget, and expected outcomes
  • Recommended tools (with alternatives)
  • Sector-specific pitfalls to avoid

90 days

Structured roadmap, milestones, budget estimates, and expected outcomes.

5 days

Delivery in 5 business days with analysis and benchmark.

Concrete use cases

How AI creates concrete outcomes inside an SMB.

Operations automation

Teams often lose two days per week on emails, follow-ups, proposals, and reporting. Focused AI workflows can reduce this to minutes. In a recent mission, targeted automation on the top 3 bottlenecks cut operational load by 40%.

Typical impact: -40% manual workload, +25% time-to-market

Marketing and lead generation

AI structures content strategy, personalizes outbound, and improves SEO execution. You move from ad-hoc publishing to a repeatable qualified lead engine.

Typical impact: +40% qualified leads in 6 months

CRM and augmented customer operations

Predictive segmentation, automated scoring, and AI assistants for field teams. I designed NLP assistants that query client knowledge in natural language with no client-side code.

Typical impact: +15% conversion rate, -30% processing time

Data-driven decision-making

AI dashboards, smart alerts, and predictive analysis help teams decide in minutes instead of days. This model has been deployed across multi-SaaS environments in multiple countries.

Typical impact: decisions 3x faster, -20% targeting errors

Tarek Nachnouchi speaking on stage in San Francisco

Product leadership · Advisory · Transformation

Who I am.

About

Who I am.

My name is Tarek Nachnouchi. I have 27 years of experience in digital operations, product leadership, and organizational transformation.

I started at Yahoo in Europe, where I learned what global-scale operations require. I then built AdTech and SaaS platforms in Dubai, founded Boostiny (affiliate platform, 30,000 users, strategically acquired in 2020), and later led product transformation at ArabyAds as CPO (100M$+ revenue, 50 people, 5 countries, $30M raised).

Since returning to France in 2024 and based in Bordeaux, I decided to put this experience to work for SMBs. They are the core of the economy and deserve high-quality AI transformation support: not theoretical training, not disconnected tools, but real execution and measurable outcomes.

My conviction: AI is a powerful lever only when integrated methodically into the organization, not just into tools. This is a transformation project, not an IT side project, and this is exactly what I execute.

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Based in Bordeaux. Engagements across France, Europe, and MENA, onsite or remote.

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