SAMPLE REPORT · fictional customer created for system verification · no real persons or data
100% AI-AUTOMATED REPORT · produced by the AI Council · never reviewed by any human being
NutritionCheck · AI Opinion & Discussion
100% AI nutrition discussion

Deficiency check (iron, B12, vitamin D)

Client
Test Client Singh
Matter
Deficiency check (iron, B12, vitamin D…)
Region
British Columbia, Canada
Package
NutritionCheck — 5-AI Council
Vegetarian with ferritin 11 and constant fatigue — what does the evidence say I should change first?
Private by design: every AI model ran on AWS Bedrock under a signed HIPAA BAA — no outside model was contacted, nothing was stored, and none of this is used for training. Council: Claude Sonnet 4.6 · Amazon Nova Pro · Llama 4 Maverick · Claude Opus 4.1 · Mistral Pixtral Large. Chair: Claude Opus 4.1.
1

Opinion

Panel consensus
Strong

Iron deficiency anemia is the primary driver of fatigue; addressing tea timing and enhancing non-heme iron absorption should be first priority

Ferritin 11 µg/L with hemoglobin 118 g/L confirms iron deficiency anemia per WHO criteria. Literature strongly supports this as the main fatigue cause, with tea inhibition of iron absorption being a critical modifiable factor (Hurrell et al., Eur J Clin Nutr 1999). Secondary concerns include borderline B12 and insufficient vitamin D.

2

Diet, labs & health chronology

Panel consensus
DateEventSource
baseline34-year-old female, lacto-vegetarian for 10 yearsclient narrative
past yearExhausted, heavy periods, hair sheddingclient narrative
currentTraining for 10k but crashing on runsclient narrative
recentFerritin 11 µg/L (ref 15-247)lab panel
recentHemoglobin 118 g/L (ref 120-160)lab panel
recentVitamin B12 210 pmol/L (ref >220)lab panel
recent25-OH Vitamin D 48 nmol/L (ref 75-150)lab panel
recentFasting glucose 6.1 mmol/L, HbA1c 5.9%lab panel
recentLDL-C 3.8, ApoB 1.15 g/L, TG 2.1 mmol/Llab panel
typical dayOatmeal with almond milk, lentil soup, paneer with rice, lots of tea with mealsdiet description
recentL5-S1 and C5-C6 disc herniations with nerve root contactMRI reports
3

AI Council opinion

AI Council consensus

Impression

Iron deficiency anemia with multiple nutritional gaps in vegetarian athlete

Analysis — eating pattern, biomarkers, and gaps discussed in the literature

Tea with meals reduces non-heme iron absorption 60-90% (Hurrell et al., Eur J Clin Nutr 1999). Ferritin <30 µg/L causes fatigue even without anemia (Vaucher et al., BMJ 2012). Heavy menses plus endurance training compound iron losses (Peeling et al., Sports Med 2008). B12 at 210 pmol/L below functional threshold of 220-250 (Carmel, Annu Rev Nutr 2008). Vitamin D 48 nmol/L below Canadian target 75 (Osteoporosis Canada 2010). Unexpected atherogenic lipid profile (LDL 3.8, ApoB 1.15) with prediabetic HbA1c 5.9% suggests insulin resistance despite vegetarian diet (Diabetes Canada 2023).

What the evidence says would change first

Moving tea between meals and adding vitamin C to iron-rich foods should improve absorption within weeks; ferritin typically responds in 4-8 weeks if absorption improves

What to bring to your physician or a registered dietitian

Bring full panel to physician for iron supplementation decision, B12/MMA testing, and evaluation of unexpected lipid profile in vegetarian. Registered dietitian consultation for comprehensive meal planning.

How this opinion was produced
100% AI — you asked the AI Council for its opinion. Independent AI models, all running on AWS Bedrock under a signed HIPAA BAA, debated the facts and a chair model wrote this consensus. No human reviewed it before delivery; nothing was stored; no outside model was contacted.
4

Info and tests that would sharpen this picture

Panel
5

What you should do next

Panel
6

Questions to open the discussion with a specialist

Bring these with you
Our system doesn't replace the specialist — it prepares you for them. Walk in with these and the meeting starts at the deep end.
7

Considerations for your clinician

Panel
8

The AI Council — the debate

Claude Sonnet 4.6 · Amazon Nova Pro · Llama 4 Maverick · Claude Opus 4.1 · Mistral Pixtral Large
ExpertOpening positionAfter discussion
Claude Sonnet 4.6Strong — This lacto-vegetarian woman presents with a convergence of low ferritin, borderline-low B12, insufficient vitamin D, and an atherogenic lipid profile — all representing substantial, evidence-supported optimization opportunities, with iron repletion the most urgent first step.Strong — Position maintained: iron-deficiency anemia is the primary evidence-based target, with B12 functional status, vitamin D insufficiency, and an underappreciated cardiometabolic cluster as concurrent concerns — all requiring physician and registered dietitian involvement before any intervention.
Amazon Nova ProStrong — Addressing iron deficiency should be the priority.Strong — Addressing iron deficiency should be the priority, with B12 and vitamin D considered secondary.
Llama 4 MaverickStrong — The client's iron stores are low, and dietary changes may help alleviate fatigue.Strong — The client's iron deficiency is a priority nutritional concern that warrants dietary modification.
Claude Opus 4.1Strong — Multiple nutritional deficiencies with iron deficiency anemia as the primary driver of fatigue, requiring evidence-based dietary modifications to enhance iron absorption and address concurrent B12 and vitamin D insufficiencies.Strong — Triple deficiency pattern (iron, B12, D) with iron deficiency anemia as primary but not sole driver, requiring comprehensive evidence-based dietary modification beyond single-nutrient focus
Mistral Pixtral LargeStrong — Evidence suggests prioritizing iron status and absorption for potential improvement in fatigue and hemoglobin levels.Strong — Iron deficiency is the primary concern, with dietary modifications to enhance iron absorption strongly supported by the literature.
Consensus: All analysts agreed ferritin 11 µg/L represents iron deficiency requiring urgent attention, tea inhibits non-heme iron absorption, and multiple deficiencies exist. All appropriately avoided prescribing specific supplement doses.
Dissent: Disagreement on B12 urgency (some called it borderline, others functional deficiency — ruled as requiring MMA testing). Dispute over citing Harvey 2005 for 80% increased iron needs (unverifiable — ruled as excluded). Some underweighted the atherogenic lipid profile (ruled as significant finding requiring investigation).
How the debate evolved: Initial focus on iron quickly expanded to recognize multiple deficiencies and unexpected metabolic findings. Claude Sonnet's emphasis on tea timing and the counterintuitive lipid profile shifted discussion toward comprehensive pattern recognition rather than single-nutrient focus.
9

Your own account (verbatim)

Intake
Your question to the AI Council: Vegetarian with ferritin 11 and constant fatigue — what does the evidence say I should change first?

FICTIONAL TEST CASE. Female, 34, lacto-vegetarian for 10 years. Exhausted for the past year, heavy periods, hair shedding. Labs attached: ferritin 11, hemoglobin 118, B12 210, vitamin D 48. Typical day: oatmeal with almond milk, lentil soup, paneer with rice, lots of tea with meals. Training for a 10k but crashing on runs. No meds except an occasional multivitamin.

Prepared for: Test Client Singh · client@example.com · submitted . Files analyzed: test-records.pdf.
Disclaimer: This is an informational, 100% AI-generated nutrition DISCUSSION based on the records and diet information you provided. It is NOT reviewed by a physician or dietitian or any human before delivery, is NOT medical advice or nutrition therapy, is not a prescribed diet or treatment plan, and does not replace a licensed physician or registered dietitian. Every suggestion is literature discussion to bring to your own clinician — especially if you have a medical condition or take medication.
Privacy: the entire AI Council ran on AWS Bedrock under a signed HIPAA BAA — no outside model was ever contacted, your material was never stored, and none of it is used for training (ours or anyone's). Never reviewed by any human being. When this PDF reached you, every copy of your data was gone.