Enterprise Decision automation at scale

Decisions You Can Explain.
Results You Can Defend.

Automate complex decisions without the black-box problem. Reckn pairs AI with transparent scoring logic so every outcome is auditable, consistent, and yours to own.

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AI is powerful. But you can't explain it.

You need to automate decisions at scale. But pure AI models are unexplainable and impossible to audit. When regulators, stakeholders, or candidates ask "why?" - you need an answer that holds up.

Uncontrolled variability

LLMs are probabilistic - every evaluation is slightly different. Without locked criteria and a consistent scoring framework, there's no way to know if differences reflect real variation or AI randomness.

The black box liability

When a decision gets challenged, you need to show your work. "The AI said so" doesn't hold up in audits, lawsuits, or regulatory reviews.

No institutional memory

Every prompt starts from zero. Your organization's decision criteria, priorities, and risk tolerances don't persist. There's no compounding knowledge.

Scale vs. quality tradeoff

Manual review ensures quality but doesn't scale. Pure automation scales but sacrifices consistency and explainability. You need both.

You need the power of AI with the structure of a methodology.
That's what Reckn provides.

Structured AI, not a black box

We can't make AI deterministic. But we can make every score traceable, reproducible, and defensible. Reckn locks your criteria, structures AI evaluation, and produces scores you can explain.

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Locked Criteria

Define your evaluation criteria once. They're stored, versioned, and applied consistently across every evaluation. No drift. No hallucination.

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Full Audit Trail

Every decision records the criteria used, the weights applied, the AI's assessments, and the final score. Explainable to regulators, stakeholders, and candidates.

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Quantified Confidence

AI assessments include confidence levels, not just scores. You see where the system is certain and where human review adds value.

How the platform works

Reckn creates a consistent, auditable framework for each decision type - then uses AI to do the heavy lifting within that framework.

Technical Skills
28%
Leadership
22%
Domain Expertise
18%
Communication
15%
Culture Fit
12%
Availability
5%
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Define and lock criteria

Start with your source document - a job description, RFP, policy, or custom input. AI extracts the evaluation criteria; you review and adjust if necessary. Once finalized, criteria are stored and versioned. Same source = same criteria, every time.

Technical
Leadership
Domain
Comms
Range indicates confidence interval ยท Point indicates primary assessment
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AI evaluates against criteria

For each locked criterion, AI assesses the input (resume, proposal, application) and provides a structured evaluation with a confidence range. The AI's reasoning is captured and stored alongside the assessment.

Strong
Overall Assessment
Excellent Strong Moderate Weak Critical
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Structured final score

Criteria weights and AI assessments feed into our scoring methodology. The calculation is transparent - you can see exactly how each factor contributed to the final result. Full breakdown available for every decision.

Built for your decisions

Reckn is a platform, not a point solution. Define your criteria, connect your inputs, and automate any evaluation workflow.

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Talent Acquisition

Screen candidates against job requirements. Consistent evaluation across hundreds of applicants, with documented reasoning for compliance.

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Vendor Selection

Evaluate proposals against RFP requirements. Standardized scoring that stakeholders can trust and auditors can verify.

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Risk Assessment

Evaluate applications or opportunities with consistent, explainable methodology. Quantified confidence built in.

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Compliance Review

Check submissions against policy requirements. Flag gaps, quantify compliance level, generate audit-ready documentation.

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Partner Evaluation

Assess potential partners, acquisitions, or strategic opportunities with structured due diligence criteria.

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Custom Workflows

Any decision with multiple weighted factors. Define your criteria, connect your data via API, and let the platform handle the rest.

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Questions

How is this different from just using an LLM?
LLMs can't explain their reasoning in a way that holds up to audit, and every response varies. Reckn uses AI for extraction and evaluation, but wraps it in a structured methodology: locked criteria, weighted scoring, and a complete audit trail. You get automation with accountability.
Is the output fully deterministic?
Partially. Once you sign off on criteria and weights, those are locked - deterministic. AI evaluation is inherently non-deterministic, but operates against your fixed criteria with captured reasoning. The scoring math is fully deterministic: same assessment inputs always produce the same score. The result: you can trace exactly how each assessment contributed to the final result, even when AI evaluation varies.
Can we use our own criteria?
Yes. Reckn can extract criteria from your existing documents (job descriptions, RFPs, policies), or you can define custom criteria directly. Once finalized, criteria are stored, versioned, and applied consistently across evaluations.
How does this handle bias in AI?
By separating AI evaluation from structured scoring, Reckn makes the decision process auditable. You can see exactly which criteria contributed to a score and review the AI's reasoning. This transparency enables bias detection and correction - unlike black-box systems where bias is hidden.
What about regulatory compliance?
Reckn's audit trail records every input, criterion, weight, assessment, and calculation. For regulated industries (finance, healthcare, HR), this provides the documentation required to demonstrate fair, consistent, and explainable decision-making.
How do we integrate with existing systems?
Reckn provides a REST API for integration with your ATS, procurement system, CRM, or custom workflows. We also support batch processing for high-volume evaluations.