Every Result Checked.Traceable From Sample to Conclusion.
Agents read instrument output, notebooks and study data against your methods and acceptance criteria. They flag results that fail a criterion, link every value to its sample and run, and draft reports your scientists review and sign.
| Sample | Well | OD 450 | Conc. (ng/mL) | Replicate CV | Std curve R² | Range | Result |
|---|---|---|---|---|---|---|---|
| STD-1 to 8 | A1–H2 | 0.08–2.41 | 0.5–200 | 3.1% | 0.987 | — | Calibrated |
| QC-Low | A3 | 0.21 | 4.8 | 4.2% | — | In range | Pass |
| QC-High | B3 | 1.92 | 151 | 2.7% | — | In range | Pass |
| S-1042 | C3 | 0.66 | 38.2 | 6.0% | — | In range | Reported |
| S-1043 | D3 | 1.14 | 79.5 | 18.4% | — | In range | Reported |
| S-1044 | E3 | 2.56 | >200 | 3.9% | — | Above | Reported |
| S-1045 | F3 | 0.43 | 21.7 | 5.2% | — | In range | Reported |
A sample assay run in review. All samples, compounds and numbers are made up.
Where Agents Help Your Scientists
Research and quality control labs use the same agents for results, notebooks and reports, with the same data integrity rules.
- ResultsRun ReviewEvery run checked against its acceptance criteria.
- NotebooksNotebook ReviewEntries checked for lots, methods and completeness.
- DocumentsSOP, Batch Record & COAControlled documents generated from your templates.
- CytometryFlow Cytometry & HandwritingCytometry runs and handwritten sheets read together.
- ReportsStudy ReportsReports drafted from the data, every value traced.
- KnowledgeAsk Your Lab DataAnswers from past experiments, with the source.
Every Notebook Entry Checked Before Sign-Off
Agents read each notebook entry against the method, the reagent inventory and the instrument log. Expired lots, outdated methods and missing data are flagged before the entry is witnessed and signed.
Reagents and Lots
Reagent lots are checked against the inventory for expiry and release status.
The Right Method Version
Each entry is checked against the current approved version of its method.
Witnessed by a Scientist
A scientist reviews the findings and witnesses the entry, and the signature is recorded.
Sample Preparation for ELISA Run 02
MethodAM-114 version 3AI
SamplesS-1042 to S-1045AI
Diluted samples 1:10 in assay buffer lot AB-2291AI. Coating antibody lot CA-0874AI was thawed at room temperature for 30 minutes. Weighed standards on balance B-04AI.
Controlled Documents, Generated From Your Templates
Agents generate SOPs, batch record forms and certificates of analysis from your approved templates. They pull lot data and results from the LIMS and the batch record, check each result against its specification and cite every value. QA reviews and signs before anything is issued.
Template Steps
- Product & LotProduct, lot and batch record
- Test ResultsPulled from the LIMS
- Specification CheckDrafted by an agent from the spec
- Release StatementDrafted by an agent, for QA to sign
Step 4 of 4
Release Statement
Certificate of Analysis
Veltrazine Tablets 20 mg · Lot VZ-24-1187
1. Product and Lot
Veltrazine tablets, 20 mg, lot VZ-24-1187, manufactured March 2026.3
2. Results
Assay 99.1%, dissolution Q = 92% at 30 minutes, total impurities 0.18%.1
3. SpecificationAgent
All 9 release tests meet specification SP-114 v4.2
4. ReleaseAgent
No open deviations. Ready for QA release.4
SOPs and Batch Record Forms
New and revised SOPs and master batch record forms drafted in your template, with every change tracked against the last version.
Certificates of Analysis
COAs assembled from LIMS results and checked against the specification, lot by lot.
Signed Before Issue
Nothing is issued until QA reviews and signs it, with the signature recorded under 21 CFR Part 11.
Cytometry Runs and Handwritten Sheets, Read Together
Agents process flow cytometry files with your gating templates and read the handwritten bench sheets and reports that go with them. Sample IDs, populations and notes are reconciled into one record, checked against your limits and written to the LIMS. Scientists confirm anything the agents are unsure of.
Received from
Written to
Gating Applied Consistently
FCS files are gated with your approved templates, so population percentages and counts are calculated the same way on every run.
Handwriting Read and Confirmed
Handwritten bench sheets, run logs and reports are read with OCR, and low-confidence values are shown on the page for a person to confirm.
One Reconciled Record
Cytometry results and handwritten details are matched by sample and written to your LIMS and ELN.
Study Report · TOX-0412
5. Results
Plasma concentrations were measured in 48 samples across 3 approved runs.1 Mean concentration at 2 hours was 38.2 ng/mL in the low-dose group and 79.5 ng/mL in the high-dose group.12
Run 02 failed its standard curve criterion and was repeated as run 04.4 All reported values fall within the validated range of the method.3
Reports Drafted From the Data
Agents draft study and analytical reports from approved runs, notebook entries and the protocol. Every value in the report is traced to its run and sample, and the study director reviews and signs the final version.
Every Value Traced
Each number in the report links to the run, the sample and the notebook entry behind it.
Only Approved Data
Reports use runs that passed review, and failed runs are excluded with the reason.
Signed by the Study Director
Nothing is final until the study director reviews and signs it.
Answers From Every Past Experiment
Scientists ask in plain language and get answers from your notebooks, runs and reports, with the source on screen. The assistant finds past results, compares conditions and saves hours of searching.
Across Every Notebook and Run
Notebooks, instrument data and reports are searched together, with your access rules applied.
With the Source
Every answer links to the notebook entry, run or report it came from.
Your Permissions Kept
Scientists see only the projects and data they are allowed to see.
Project VZ-Form
Built for Data Integrity
ThinkTrends runs in your environment, keeps a qualified person on every decision, and keeps your data out of model training.
Scientists Approve Every Result
Agents check, trace and draft. Scientists review, witness and sign, and every decision is recorded under a name.
Your Data Never Trains a Model
Cases, labels, trial data and documents are used to do the work and nothing else.
Runs in Your Environment
Deploy in your cloud or data center, with patient and product data kept inside your boundary.
Validation Evidence Included
Each agent version is tested against your acceptance criteria, and the results are ready for your validation file.
21 CFR Part 11 Aligned
An audit trail no one can edit, electronic signatures with their meaning, and access by role.
Configured, Not Coded
Rules, routes, checks and thresholds are settings your administrators can read and change.
Related Modules
The platform modules these solutions are built on.
Frequently Asked Questions
Common questions about ThinkTrends Laboratory Sciences & Research.
What does ThinkTrends offer for laboratory sciences and research?
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ThinkTrends offers agentic AI for the lab: agents read instrument output, notebooks and study data against your methods and acceptance criteria, flag results that fail, link every value to its sample and run, and draft reports your scientists review and sign.
How is ThinkTrends different from LIMS or ELN automation?
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LIMS and ELN systems capture and manage lab data. ThinkTrends reads across them and your instrument output, checks each run against your acceptance criteria, explains every failure and drafts the report, while your existing systems stay the record.
Can ThinkTrends generate SOPs, batch record forms and certificates of analysis?
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Yes. ThinkTrends agents generate SOPs, master batch record forms and certificates of analysis from your approved templates. They pull lot data and results from the LIMS and batch record, check each result against its specification, cite every value and send the document to QA to review and sign.
Can ThinkTrends process flow cytometry data and handwritten lab reports?
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Yes. ThinkTrends agents apply your approved gating templates to FCS files, read handwritten bench sheets and reports with OCR, reconcile both by sample and write the results to your LIMS and ELN. Low-confidence handwritten values are sent to a scientist to confirm.
Which lab systems does ThinkTrends read?
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Instrument output files, your LIMS and ELN, inventory systems and document stores, through governed connectors.
Can a ThinkTrends agent approve a lab run?
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No. Agents check runs against your acceptance criteria and explain every finding. A scientist approves or rejects each run.
How does ThinkTrends keep data integrity?
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Every value keeps its link to the sample, run and notebook entry, every change is recorded in an audit trail no one can edit, and signatures record their meaning.
Is our data used to train AI models?
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No. ThinkTrends uses lab data only to do the work, inside your own environment. Your data is never used to train, tune or evaluate a model.