DotDr_

Specialized AI Model Orchestration for South African Pathology Networks, Genetics Laboratories & Research Biobanks.

01. Core AI Pipelines & Capabilities [ SEC_01 ]

We do not replace clinical geneticists or in-house bioinformatics teams. We build and orchestrate custom AI pipelines around your existing diagnostic workflows.

[A] AlphaGenome Triage
Screening 9 billion variants with AlphaGenome Variant Impact (AVI) scores. Filters top 1% causal mutations, promoters, enhancers & cryptic splice sites.
[B] Structural Δ-Analysis
Automated ColabFold / AlphaFold2 modeling. Computes Cα-RMSD, residue ΔpLDDT shifts, and PAE matrices to validate mutant protein destabilization.
[C] Sovereign Clinical LLMs
Converts raw VCF annotations into ACMG-compliant draft clinical summaries. Grounded in literature with human-in-the-loop pathologist review gates.
02. Commercial Pricing Schedule & Architecture Blueprint [ SEC_02 ]

Transparent, predictable pricing designed to de-risk adoption from day one:

03. POPIA Compliance & Ethical Guardrails [ SEC_03 ]
POPIA Section 19 Safeguards Analysis runs on de-identified pseudonymous coordinates (e.g. chr9:130714457:G>A). Zero patient-identifiable data is processed or stored.
HPCSA Ethical Alignment Booklet 2 & 10 compliant. AI predictions strictly operate as assistive decision support. Registered pathologists maintain 100% final diagnostic authority.
In-Country Sovereign Cloud Primary compute hosted in GCP africa-south1 (Johannesburg) or on-premise firewall. Zero transmission to public consumer models.
Reproducible Auditability Every score, pLDDT metric, and draft report sentence is version-tagged with reproducible provenance and checkpoint audit logs.
04. Engineering Leadership & Direct Briefing [ SEC_04 ]

DotDr is led by AI systems engineers specializing in frontier Google model orchestration (AlphaGenome, AlphaFold, MedLM) for high-performance South African genomics workflows.

05. Frequently Asked Questions [ SEC_05 ]
What does DotDr do for pathology and genetics laboratories in South Africa?
DotDr builds sovereign, high-throughput AI pipelines that automate Variant of Uncertain Significance (VUS) triage, non-coding impact scoring via AlphaGenome, 3D structural delta-analysis with AlphaFold2, and draft ACMG clinical report synthesis using domain-tuned MedLM architectures.
How does DotDr maintain POPIA and HPCSA compliance?
DotDr operates on a zero-PII architectural paradigm under POPIA Section 19. Genetic pipelines process de-identified coordinate tokens (chr:pos:ref>alt) without linking to patient identifiers. All GPU compute executes within South African data residency (GCP Johannesburg africa-south1) or on-premise behind institutional firewalls.
How can our diagnostic laboratory evaluate DotDr's AI pipelines?
Laboratories can initiate a zero-cost 30-Day Anonymized Pilot Trial (R0) on 20–50 historical genetic variants to benchmark turnaround time, variant classification concordances, and structural destabilization predictions against existing in-house workflows.
Who leads technical architecture and engineering at DotDr?
Engineering is directed by Duncan Luke, Lead AI Systems Specialist, focusing on high-concurrency model orchestration, bioinformatics pipeline acceleration, and sovereign cloud architectures.