AI Value Science 101:
AI Value Science 101:
AI Value Science 101:
Toss out your old approach to AI.
Toss out your old approach to AI.
Toss out your
old approach
to AI.
From Data to ROI.
Proof is the next power.
From Data to ROI.
Proof is the next power.
From Data to ROI.
Proof is the next power.
The Training Data Project is taking a new approach to AI. We are focusing on value and impact by helping you manage your risk, control your costs, and deliver on time.
The Training Data Project is taking a new approach to AI. We are focusing on value and impact by helping you manage your risk, control your costs, and deliver on time.
The Training Data Project is taking a new approach to AI. We are focusing on value and impact by helping you manage your risk, control your costs, and deliver on time.
Starts with AI Value Science.
Starts with
AI Value Science.
Our work is guided by the rules of AI Value Science.
AI value isn’t an accident. It’s built on discipline, proof, and measurable results.
Our work is guided by the rules of AI Value Science.
AI value isn’t an accident. It’s built on discipline, proof, and measurable results.
01
Mission
before
model.
Every investment begins with a defined mission objective and measurable end state; technology is only a means to achieve it.
02
Data
decides.
Data quality, diversity, and traceability determine performance more than the choice of algorithm; bad data compounds risk faster than it creates value.
03
Proof
before
prediction.
Models must meet agreed cost, performance, and accuracy thresholds in controlled evaluation before they are fielded or scaled.
04
ROI
rules.
Every decision must link cost, performance, and mission impact in the same frame of analysis; if the return is unclear, the investment is unjustified.
05
Own
the
risk.
Anticipate, quantify, and manage risks from data collection to deployment so they remain visible, measurable, and under control.
06
Feedback
is
fuel.
Continuous performance and cost tracking allow timely adjustments; static oversight accelerates decline.
07
Integration
is
impact.
AI achieves value only when embedded in operational workflows, acquisition pathways, and user decision cycles.
08
Know when
enough is
enough.
Recognize the point of diminishing returns and reallocate resources when additional cost no longer delivers proportional value.
09
Win the
long
game.
Build systems, skills, and credibility that sustain mission impact and competitive advantage over time.
Our work is guided by the rules of AI Value Science.
AI value isn’t an accident. It’s built on discipline, proof, and measurable results.
Our work is guided by the rules of AI Value Science.
AI value isn’t an accident. It’s built on discipline, proof, and measurable results.
01
Mission
before
model.
Every investment begins with a defined mission objective and measurable end state; technology is only a means to achieve it.
02
Data
decides.
Data quality, diversity, and traceability determine performance more than the choice of algorithm; bad data compounds risk faster than it creates value.
03
Proof
before
prediction.
Models must meet agreed cost, performance, and accuracy thresholds in controlled evaluation before they are fielded or scaled.
04
ROI
rules.
Every decision must link cost, performance, and mission impact in the same frame of analysis; if the return is unclear, the investment is unjustified.
05
Own
the
risk.
Anticipate, quantify, and manage risks from data collection to deployment so they remain visible, measurable, and under control.
06
Feedback
is
fuel.
Continuous performance and cost tracking allow timely adjustments; static oversight accelerates decline.
07
Integration
is
impact.
AI achieves value only when embedded in operational workflows, acquisition pathways, and user decision cycles.
08
Know when
enough is
enough.
Recognize the point of diminishing returns and reallocate resources when additional cost no longer delivers proportional value.
09
Win the
long
game.
Build systems, skills, and credibility that sustain mission impact and competitive advantage over time.
Our work is guided by the rules of AI Value Science.
AI value isn’t an accident. It’s built on discipline, proof, and measurable results.
Our work is guided by the rules of AI Value Science.
AI value isn’t an accident. It’s built on discipline, proof, and measurable results.
01
Mission
before
model.
Every investment begins with a defined mission objective and measurable end state; technology is only a means to achieve it.
02
Data
decides.
Data quality, diversity, and traceability determine performance more than the choice of algorithm; bad data compounds risk faster than it creates value.
03
Proof
before
prediction.
Models must meet agreed cost, performance, and accuracy thresholds in controlled evaluation before they are fielded or scaled.
04
ROI
rules.
Every decision must link cost, performance, and mission impact in the same frame of analysis; if the return is unclear, the investment is unjustified.
05
Own
the
risk.
Anticipate, quantify, and manage risks from data collection to deployment so they remain visible, measurable, and under control.
06
Feedback
is
fuel.
Continuous performance and cost tracking allow timely adjustments; static oversight accelerates decline.
07
Integration
is
impact.
AI achieves value only when embedded in operational workflows, acquisition pathways, and user decision cycles.
08
Know when
enough is
enough.
Recognize the point of diminishing returns and reallocate resources when additional cost no longer delivers proportional value.
09
Win the
long
game.
Build systems, skills, and credibility that sustain mission impact and competitive advantage over time.
How we work.
Start with the win.
Target real, solvable problems and deliver measurable results. No chasing shiny objects.
Proven in projects from defense AI to enterprise automation — we focus resources where they make impact fast.
Quantify everything.
Use hard metrics and proven frameworks to link cost, performance, and outcomes. If it can't be measured, it can't be managed — and it won't deliver.
Our quantitative frameworks have won awards and shaped acquisition strategies across DoD.
Accelerate with purpose.
Equip government business through our Secure AI Idea Factory and Federal AI Accelerator with the tools, training, and prototypes to move faster, win more, and keep winning.
We take programs from idea to operation capability faster, without cutting corners.
How we work.
Start with the win.
Target real, solvable problems and deliver measurable results. No chasing shiny objects.
Proven in projects from defense AI to enterprise automation — we focus resources where they make impact fast.
Quantify everything.
Use hard metrics and proven frameworks to link cost, performance, and outcomes. If it can't be measured, it can't be managed — and it won't deliver.
Our quantitative frameworks have won awards and shaped acquisition strategies across DoD.
Accelerate with purpose.
Equip government business through our Secure AI Idea Factory and Federal AI Accelerator with the tools, training, and prototypes to move faster, win more, and keep winning.
We take programs from idea to operation capability faster, without cutting corners.
How we work.
Start with the win.
Target real, solvable problems and deliver measurable results. No chasing shiny objects.
Proven in projects from defense AI to enterprise automation — we focus resources where they make impact fast.
Quantify everything.
Use hard metrics and proven frameworks to link cost, performance, and outcomes. If it can't be measured, it can't be managed — and it won't deliver.
Our quantitative frameworks have won awards and shaped acquisition strategies across DoD.
Accelerate with purpose.
Equip government business through our Secure AI Idea Factory and Federal AI Accelerator with the tools, training, and prototypes to move faster, win more, and keep winning.
We take programs from idea to operation capability faster, without cutting corners.
Class dismissed.
Class dismissed.
Class dismissed.
Your AI strategy homework?
Your AI strategy homework?
Your AI strategy homework?
Primary NAICS Codes
541519 | 541511 | 541512 | 541715
Cage Code: 13VM0
(UEI): LWQTJMF5URP3
Primary NAICS Codes
541519 | 541511 | 541512 | 541715
Cage Code: 13VM0
(UEI): LWQTJMF5URP3
DC Hub
Primary NAICS Codes
541519 | 541511 | 541512 | 541715
Cage Code: 13VM0
(UEI): LWQTJMF5URP3