OPENAI-COMPATIBLE API GATEWAY // DEPLOYED ON RAPIDAPI

High-Integrity Scientific API Gateway

Lensetek Research AI is a specialized secure API gateway built to handle rigorous academic research, tabular data analysis, and citation verification. Standard LLMs hallucinate references and struggle with math; Lensetek solves these limitations at the gateway layer.

100%
Service Level (SLA)
OpenAI SDK
Drop-In Model API
Real-Time
DOI & Math Audit
Flash & Pro
Dual Engine Engine

// ACTIVE FACTUAL GUARDRAILS

How Lensetek Protects Academic Integrity

Standard LLMs generate plausible-sounding but completely fabricated paper DOIs and incorrect mathematical summaries. Lensetek intercepts and enforces verification at the gateway level.

Deterministic Data Analysis Sandbox

CSV / Tabular Input Interceptor

Instantly intercepts tabular dataset inputs (such as CSV layouts) and executes programmatic calculations in an isolated sandbox. Exact metrics (means, medians, standard deviations, p-values) are dynamically injected into the prompt context to guarantee 100% mathematical precision.

// Execution Output Log:
[SANDBOX EXECUTED] Tabular array parsed (n=1,240 rows).
Mean: 14.82 | StdDev: 2.14 | p-value: < 0.001
Context injected into prompt prior to model inference.
Zero math hallucination & accurate statistical summary.

Consensus-Based Metadata Verification

Live DOI & OpenAlex Validator

Scans draft outputs for academic references in real-time, cross-checking DOIs and paper titles against authority registers (Crossref, OpenAlex, PubMed). Hallucinated references are dynamically pruned and bibliographic indices are re-indexed prior to delivery.

// Citation Audit Trail:
[VERIFIED DOI] 10.1038/s41587-023-01990-2 (Nature Biotech, 2023)
[HALLUCINATION PRUNED] 10.1016/j.cell.2024.01.099 (Not Found)
Bibliographic reference list cleanly re-indexed.
Publishing-ready references verified against Crossref & OpenAlex.

// MODULAR SCIENTIFIC PIPELINE

End-to-End Scientific Workflow (25 Research Skills)

Powering a modular lifecycle of 25 research skills, Lensetek Research AI autonomously coordinates every phase of your scientific workflow from ideation to peer review.

STAGE 01

Ideation & Gap Formulation

Spot emerging scientific voids, analyze research gaps from recent literature, and formulate testable hypotheses with grounded rationale.

STAGE 02

Literature Exploration

Systematically compile publications from OpenAlex, PubMed, and arXiv. Filter indexing quality (Scopus Q1/Q2) and build evidence matrices.

STAGE 03

Experimental Design & Harvesting

Define precise experimental methodologies, harvest dynamic dataset sources, and structure parameters for computational modeling.

STAGE 04

Statistical Validation

Execute descriptive and inferential statistical calculations, evaluate p-value significances, and run model evaluation metrics in the sandbox.

STAGE 05

Rigorous Drafting

Refactor text for academic style, reduce similarity/turnitin indices, format template rules (IEEE/APA), and audit bibliographic metadata.

STAGE 06

Simulated Peer-Review

Simulate objective peer review, spot logic cracks in arguments, and generate response-to-reviewers matrices for journal submission.

// REAL-WORLD APPLICATIONS

Targeted Academic & Technical Use Cases

Discover how research institutions, university labs, and enterprise AI platforms deploy Lensetek Research AI.

1. Journal Publishing & Citation Integrity

Academic authors and journal portals use Lensetek to generate draft sections while ensuring every referenced paper exists on Crossref with a valid resolution URL.

  • Auto-validates author names, publication years, & DOIs
  • Removes hallucinated reference citations automatically

2. Clinical & Experimental Data Analysis

Data scientists pass raw CSV files directly to the API endpoint. Lensetek runs deterministic calculations in the sandbox before generating statistical text.

  • Guaranteed mathematical accuracy for p-values & std dev
  • Prevents context token overflow on large spreadsheet inputs

3. Systematic Literature Reviews (SLR)

Research teams aggregate hundreds of DOIs to extract technical parameters, comparison matrices, and methodology details into structured summaries.

  • Automatic paper extraction & method comparison tables
  • Quality appraisal based on Scopus Q1/Q2 indexing

4. Grant Proposals & Research Gap Discovery

Grant writers cross-check proposed invensions against existing literature and patents to prove novelty and clear research void justification.

  • Automated prior-art matching against patent databases
  • Clear research void justification for funding bodies

// DEVELOPER INTEGRATION

Drop-In OpenAI API Schema

Target our gateway URL and choose dynamically between our speed-optimized flash engine (lensetek/research-v4-flash) or reasoning-focused expert engine (lensetek/research-v4-pro).

Flash Engine lensetek/research-v4-flash
Pro Engine lensetek/research-v4-pro
Credential Security Guard Never expose your X-RapidAPI-Key in client-side code (frontend browsers, mobile applications). Always route requests through a secure backend proxy or serverless function.
research_api_gateway
curl --request POST \
  --url https://lensetek-research-ai.p.rapidapi.com/v1/chat/completions \
  --header 'Content-Type: application/json' \
  --header 'X-RapidAPI-Host: lensetek-research-ai.p.rapidapi.com' \
  --header 'X-RapidAPI-Key: YOUR_RAPIDAPI_KEY' \
  --data '{
    "model": "lensetek/research-v4-flash",
    "messages": [
      {
        "role": "user",
        "content": "Perform a reference audit on CRISPR gene editing advancements."
      }
    ]
  }'

// FLEXIBLE PRICING

Select Your Subscription Tier

Subscribe directly on RapidAPI. All plans share an operational bandwidth quota of 10,240 MB per month.

Basic
$0 / month

Perfect for local prototyping, API evaluation, and testing the DOI citation filter capabilities.

  • 5 requests / month limit
  • 1,000 requests / hour speed
  • 10,240 MB bandwidth included
Subscribe Basic
Most Flexible
Pro (Pay Per Request)
$0.03 / request

No base monthly fee. Pay dynamically per inference request. Ideal for custom pipeline integration.

ESTIMATED VOLUMES 1,500 requests
100 10,000
ESTIMATED BILL $45.00 / mo
Subscribe Pro
Ultra
$19 / month

For volume researchers and academic platforms. Includes 1,000 free requests per month.

  • 1,000 requests / month included
  • +$0.03 per extra request
  • 10,240 MB bandwidth included
Subscribe Ultra

Ready to Integrate Lensetek Research AI?

Switch your OpenAI client base URL, route data through deterministic sandboxes, and build high-confidence academic applications.

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