Services
Commissioned work that runs on our autoresearch pipeline, our cluster, and our domain-specialized model fleet — peer-review-grade papers, patent research, custom model training, and (soon) membership-tier inference. Pick the offering, we scope and quote per engagement.
offerings
Formally-verified arXiv paper
You provide the question, the data, or a draft. We run the investigation through our autoresearch pipeline, formally verify the mathematical claims via Lean 4, structure the paper for peer-review survival, and deliver compile-clean LaTeX source plus all figures, supplementary material, and reproducibility artifacts. Submitted to arXiv under your authorship.
Patent services
Prior-art search across patent databases and the scientific literature, novelty + non-obviousness assessment, claim-drafting support, and freedom-to-operate analysis. Research-grade, not legal advice — designed to walk into your patent attorney's office with the technical work already done.
Custom LLM training & fine-tuning
LoRA / QLoRA adapters, full fine-tunes, continued pre-training, RLHF / DPO / GRPO post-training — on your data, on our cluster. Domain-specialized models for scientific, medical, financial, or proprietary-corpus work. Deliverable is the trained weights (HF format) plus reproducible training config and an evaluation report.
3D scanning, reconstruction & printing
Photogrammetric + structured-light capture, deep-learning 3D reconstruction, mesh-to-CAD conversion. In-house printing on a Modix large-format printer (4 ft × 2 ft × 2 ft / 1219 × 610 × 610 mm build volume) for oversized parts, and a Bambu Lab multicolor printer with AMS for fine-detail multi-material work. Object in, printed part + digital assets out.
Paid inference coming soon
Membership-tier access to inference on our model fleet — frontier MoE rotation pools, scientific-domain specialists, on-prem privacy. More info shortly. In the meantime, perfct.ai is our billing surface.
topic coverage
Both deliverables span the same domain depth — the autoresearch pipeline auto-routes claims to specialized models (chemistry, materials, biology, finance) for verification:
Chemistry & molecular
SMILES + IUPAC claim verification, reaction prediction, computational-chemistry method critique (DFT, MD, ab initio), stoichiometric and formula-level cross-checking against published literature.
Materials & crystallography
Lattice constants, space-group analysis, unit-cell geometry, X-ray diffraction interpretation, CIF parsing, materials-property prediction and verification against the published structural record.
Physics
Condensed-matter, statistical mechanics, computational physics — DFT / MD / Monte Carlo method critique, simulation-result review, dimensional analysis, cross-checking measured-vs-modeled values against the published record.
Biology, genetics & proteins
Protein-sequence + structural analysis (folds, helices, beta-sheets, quaternary topology), gene-level expression and variant studies, peptide / fusion-construct verification.
Medical literature review
Claim-level verification across clinical and translational literature, cross-source agreement checks, mechanism-of-action validation. Not clinical advice — investigator-grade source synthesis for systematic-review and meta-analysis support.
Finance × science crossover
Biotech and pharma due-diligence, drug-pipeline review, materials-finance, energy-transition technical risk. Same scientific-verification depth, layered onto financial peer review.
Bespoke deep dives
Your domain is probably also weird enough to investigate. If your question doesn't fit the categories above, ask — odds are we'll find it interesting too.
how it works
- Submit the scope You describe the question, the desired deliverable (arXiv paper or patent package), what you've already done, and your timeline.
- Feasibility + quote within 48 hours We respond with our read on the question, what we'd investigate, the deliverable scope, and a fixed-price quote. No surprise hourly bills.
- Investigation + formal verification Autoresearch pipeline runs the literature + claim sweep; mathematical claims get encoded and machine-checked in Lean 4; figures + tables generated from reproducible source. Intermediate findings shared so you can steer.
- Deliverable + debrief For papers: compile-clean LaTeX + figures + supplementary + Lean proofs + arXiv submission under your authorship. For patents: prior-art memo + novelty/non-obviousness assessment + claim drafts ready for your patent attorney. Plus a 60-minute debrief call.
how we work
Investigations run through our internal autoresearch pipeline — multi-agent retrieval, cross-source verification, scientific-domain augmentation — then get walked through by an operator who knows the cluster, the bugs, and the upstream codebases firsthand. The deliverable is a written report with reproducible evidence and concrete recommendations. Not a transcript, not a wall of agent traces.
No public sample reports yet — this is a new offering, and customer engagements stay private by default. For a sense of the depth and voice we bring to technical investigations, see the operator blog. Those posts aren't paid-research output; they're the same operators writing about the same cluster on their own time.
Ready to commission an investigation
Checkout, account setup, and engagement intake all happen on perfct.ai — our billing surface.
Start a research engagement No prepayment until scope + quote are agreed.