Momentum AI
Capacity and timeline intelligence for agencies, plan, allocate, and deliver without friction.
Turning AI Hype Into Working Reality
We discover, test, and prototype generative AI use cases that matter to your business.
Outsourcing vs.Product Discovery
Understanding the fundamental difference in approach
Outsourcing
- Starts with a fixed list of requirements from the client
- The team builds exactly what's requested, feature by feature
- Success is measured by "Did we deliver what was specified?"
- Great for execution when the problem is already well-understood
Product Discovery
- Starts with a problem, opportunity, or desired outcome
- The team investigates workflows, pain points, and possible AI leverage
- Success is measured by "Did we find the right solution that actually works?"
- Ideal when the problem is clear but the solution is not
The Opportunity
This is AI's breakthrough moment. Models are powerful, costs are falling, and innovation accelerates daily. The winners will build proprietary solutions that unlock value no one else can capture.
Our Solution
Tangible Outcomes, Not Vague R&D
We deliver working prototypes with measurable performance data, not research reports. Every engagement produces technical specifications ready for production and clear evidence for go/no-go decisions.
Use-case first - prototype fast
We anchor on a concrete problem, then design and build a lean prototype to test outcomes
Hands-on, no fluff
You work directly with builders; you get working artifacts, not slideware
Clear decisions
Each prototype ends with evidence, tradeoffs, and a go/no-go path to an MVP
Lucents Forward
A monthly, embedded collaboration where our team works side-by-side with yours to identify a single high-impact use case, validate feasibility, and ship a focused prototype that proves value.
Traditional Model
Lengthy requirements phase
Clients must define every feature upfront before building begins
Focus on outputs
Deliverables are documents, specifications, and slide decks
Rigid scope
When requirements change, costs and delays pile up
Black-box AI claims
Vague promises of "AI magic" and automation with little to no real transparency
Months before results
Real business value is only visible at the very end of the long project timeline
Hype-driven reports
Generic advice, vendor slides, and inflated promises
Lucents Forward
Lightweight alignment
We start from your problem and quickly target a single high-value use case
Focus on outcomes
Deliverables are working prototypes tested against your real workflows
Adaptive discovery
We adjust rapidly as we learn, keeping focus on value, not paperwork
Transparent choices
Clear explanation of model options, costs, limits, and risks
Weeks to insights
Prototypes are shipped quickly, so you see tangible progress fast
No smoke, no mirrors
Honest evidence, clear trade-offs, and real data from working software
How We Work
Our Process
A simple, proven approach to building AI solutions
A specific business challenge or opportunity you want to explore
Identify a specific challenge or opportunity in your business where AI could add value
Focus on one concrete problem area to ensure targeted, actionable outcomes
Define success criteria: what would "solved" look like for this use case?
Validate OneHigh-Value Use Case
Produce a working prototype that demonstrates feasibility and potential ROI
Scope of Work
- Discovery: interviews/workflow mapping for one priority use case
- Feasibility spike: model + data approach, latency/cost sanity checks
- Rapid build: single-user clickable prototype (web or chat surface)
- Light evaluation: sample accuracy/cost notes vs. baseline process
- Demo & feedback: iterate minor issues and capture next steps
Collaboration
- Up to 24 hours of hands-on work in the month
- One standing weekly session (45–60 min) + async Slack/Email
- Client champion provides access to sample data/workflows
Deliverables & Outcomes
- 1 demoable prototype (link) + short demo video
- 1-page Use-Case Brief (problem, approach, guardrails, expected impact)
- Next-step recommendation (kill/keep/graduate to MVP), with a high-level MVP outline (separate engagement)
Contact Us
- For one use case - one prototype
- Includes up to 24 hours of direct work with your team (live sessions + async)
- Blueprint ready to kick off your MVP build later down the road
From Vision to Shipped AI Products in Weeks
Relentless with founders to turn ambition into working software
Lagoona AI
24/7 concierge for a luxury wellness resort, answers, qualifies, and captures leads.
Writer Flow
Plan, draft, and refine long-form writing with AI.
Ladon AI
Translate videos with voice‑matched, context‑aware accuracy at streaming speed.
Dopapractice
Write and share authoritative medical posts faster, AI drafts, you add expertise.
Fcare Customer Support Assistants
Instant, accurate answers across web and Messenger, trained on Fcare services.
AI Stylist
Daily fit feedback and event-ready looks, tailored to your taste, body, and closet.
Expense AI
Automate capture and compliance, surface spend insights so finance guides, not reconciles.
Realtor AI Assistant
Personalized home search and listing intelligence in real time.