UK's First PromptOps AI Platform for SMEs

Engineering the
DNA of Intelligent Workflows.

PromptOps AI transforms fragmented AI interactions into permanent, measurable organisational assets. Capture expert logic, eliminate hallucinations, and scale UK professional services with forensic precision closing the "AI Value Gap" once and for all.

PromptOps AI · Live Intelligence Dashboard

Workflow DNA Engine

LIVE
TS
Task Speed Increase +28% ↑ avg pilot firms
HM
Hallucination Mitigation −18% across 1,200 tests
LC
Logic Cloning Accuracy 88% · Fingerprint Engine
UK
UK GDPR / ICO Compliant 100% Audit-Ready
4.3/5
Logic Equity Value Score
Pilot Results · 5 UK Service Firms · 8-Week Study
The UK AI Value Gap

85% of UK SMEs Experiment with AI.
Only 29% Successfully Deploy It.

UK professional service firms face a systemic "AI Value Gap" a widening chasm between AI experimentation and real operational transformation. LLM hallucinations, "quiet failures," and unstructured prompting cost organisations over £50 billion globally every year. PromptOps AI is the live intelligence infrastructure that transforms fragmented AI interactions into a governed, repeatable, organisational DNA layer protecting margins, retaining knowledge, and empowering the modern UK SME.

£50B
Annual global losses from LLM hallucinations and "quiet failures" in unstructured AI workflows
85%
Of UK SMEs actively experimenting with AI but only 29% have successfully integrated it into core operations
84%
Of UK AI outputs are manually checked by humans an unsustainable bottleneck stifling productivity growth
34%
Of AI friction in UK SMEs caused by logic loss during staff turnover destroying institutional memory
Core Intelligence Modules

Six Proprietary Modules. One Complete PromptOps DNA Platform.

PromptOps AI combines AI Fingerprinting, Prompt Failure Forensics, Intent-to-Workflow Synthesis, Outcome-Learning Memory, Community Logic Network, and Workflow Equity Analytics into one unified browser-based SaaS platform no-code, real-time, and SME-optimised.

AI Fingerprinting Engine
Module 01

PromptOps AI Fingerprinting Engine

Captures the hidden logic of high-performing AI interactions and stores them as reusable, benchmarked workflow assets that can be cloned across entire teams.

The proprietary Fingerprinting engine uses machine learning to detect and encode the "behavioural DNA" of successful prompt chains tone, structure, accuracy patterns so expert-level logic is permanently preserved. When a senior professional creates a high-performing workflow, PromptOps AI fingerprints that logic so junior staff can replicate expert-level results instantly, eliminating the "logic loss" of staff turnover.
Prompt Failure Forensics
Module 02

Prompt Failure Forensics Engine (PFFE)

Automatically identifies root causes of AI "quiet failures" hallucinations, context drift, logic errors by analysing the delta between intended instructions and executed outputs.

The PFFE pinpoints precisely where a workflow breaks down and provides actionable optimisations in real time. UK businesses can scale AI usage without the 84% manual-checking bottleneck that currently stifles productivity. Our pilot study showed an 18% average improvement in hallucination rates across 1,200 tested interactions using forensic calibration.
Intent to Workflow Synthesis
Module 03

Intent-to-Workflow Auto-Synthesis

Translates unstructured business requests into real-time operational conditions without the need for any manual prompt engineering.

When a user submits a complex task, the platform automatically decomposes it into a structured, multi-step workflow. Performance-Weighted Workflow Evolution then self-optimises workflows that yield better outcomes are automatically prioritised and refined. Logic Loss Mitigation ensures new hires can immediately utilise the established PromptOps logic of their predecessors, cutting onboarding time from 45 days to 14 days.
Why PromptOps AI

Built for the PromptOps Era.
Not Just a Prompt Library.

Closed-Loop PromptOps Lifecycle

A first-of-its-kind framework bridging the gap between raw AI input and commercial output a continuous feedback loop that improves with every execution.

Workflow Sovereignty

Unlike siloed chat tools, PromptOps AI allows businesses to own their "operational logic" as a proprietary asset expert knowledge stays within the company even after staff leave.

UK GDPR & ICO Compliance

Secure on-premise Logic Nodes, strict ICO guidance adherence, and audit-ready forensic reporting aligned with the UK's Principles-Based AI Framework from day one.

Model-Agnostic Architecture

Built to sit above any underlying LLM OpenAI, Claude, Gemini ensuring businesses are never locked into a single provider as the technology evolves.

Community Logic Network (CLN)

Federated anonymised benchmarking enables UK firms to compare PromptOps efficiency against regional industry standards without sharing private data.

SME-Optimised Pricing

Tiered SaaS from £100/month giving UK independent professional firms enterprise-grade PromptOps intelligence without enterprise-level cost or complexity.

About Us

Built by a Data Scientist Who Lived the Problem.
Designed for the PromptOps Era.

PromptOps AI is a UK-based AI SaaS venture founded by Bathula Sai Mutya Naveen combining 3+ years of data analytics, machine learning expertise, and deep LLM optimisation experience to solve the most pressing challenge facing UK professional service SMEs today: the "AI Value Gap" that costs the global economy £50 billion annually in hallucinations, quiet failures, and lost institutional logic.

Vision & Mission

To Be the Global Standard for
"PromptOps" in Professional Services.

Our Vision

We aspire to be the global standard for "PromptOps" fostering a future in which professional teams operate with total logic sovereignty, consistent AI reliability, and sustainable, data-driven workflow management that turns transient AI skills into permanent organisational Knowledge Equity.

Our Mission

To enable UK professional SMEs to leverage, standardise, and scale their AI intelligence using PromptOps AI achieving maximum productivity, eliminating hallucinations, and protecting proprietary institutional memory as a defensible business asset.

Core Values

What Drives Everything We Build

Innovation

Ongoing enhancement of PromptOps AI models in tandem with LLM evolution continuously pushing the boundaries of what's possible in logic cloning and behavioural synthesis.

Accuracy

A commitment to forensic data integrity and the elimination of AI hallucinations providing businesses with the highest standard of logic attribution and output reliability.

Sovereignty

Allowing firms to own their operational logic as a proprietary business asset ensuring expert knowledge never leaves the organisation when talented employees do.

Efficiency

Bringing complex AI automation to everyone with simple, frictionless browser-based interfaces making enterprise-grade PromptOps accessible to every UK SME founder.

Empowerment

Enabling SME founders with the technical foresight to scale expertise without the complexity of proportional headcount democratising Knowledge Equity across the UK service economy.

ESG Impact

Cutting UK SME "Digital Waste" by 20–30% per firm via precise prompt de-duplication and cost-effective multi-model routing reducing unnecessary compute cycles and carbon emissions.

Bathula Sai Mutya Naveen

Founder & CEO · PromptOps AI

Naveen possesses a unique background to establish and grow PromptOps AI in the UK, drawing on deep technical experience in data science, advanced machine learning applications, and a solid grasp of operational logic for automated business transformation. He has successfully developed deep learning models (CNN, VGG16, CNN-LSTM hybrid) and applied DistilBERT for advanced sentiment analysis, achieving validation accuracies as high as 85%.

His motivation for PromptOps AI originated from his prior work on the Infinity Prompt Chrome Extension, where he observed firsthand how professionals struggled with inconsistent prompting and fragmented AI workflows, leading to inefficiencies that cost teams valuable time every day. He also previously developed MarkCaption.ai, an AI-powered social media caption and content creation tool, demonstrating his ability to transform complex machine learning concepts into practical, user-friendly applications that solve real business challenges.

Data Analytics · 3+ Years CNN · VGG16 · LSTM DistilBERT · NLP LLM Optimisation Infinity Prompt Extension UK AI Framework
Platform Modules

Six Modules. One Complete
PromptOps DNA Platform.

PromptOps AI is a sophisticated "DNA layer" between teams and underlying LLMs providing companies a clear pathway from "experimentation" to "automation," transforming AI from a variable expense into a precise driver of operational efficiency.

AI Fingerprinting
Module 01 · Fingerprinting

PromptOps AI Fingerprinting Engine

Captures the hidden logic of high-performing tasks and stores them as reusable, benchmarked workflow assets that the entire team can access and clone instantly.

Leverages machine learning to detect and "fingerprint" the behaviours of successful AI interactions, benchmarking and replicating expert-level logic. Each pilot company produces a unique "PromptOps AI Fingerprint" based on task complexity, token efficiency, and output quality scores creating a proprietary performance profile for every business task.
Prompt Failure Forensics
Module 02 · Forensics

Prompt Failure Forensics Engine (PFFE)

AI models trained on identifying "logic friction" in high-volume UK service operations, automatically self-calibrating hallucination rates and diagnosing root causes.

The PFFE identifies in real time how a break in prompt chain logic affects business output reliability. UK businesses eliminated 84% manual-checking bottleneck in pilots. 18% improvement in hallucination rates across 1,200 tested interactions in the 8-week study. Provides audit-ready logs for UK DSIT and ICO regulatory compliance.
Intent to Workflow
Module 03 · Auto-Synthesis

Intent-to-Workflow Auto-Synthesis

Automatically breaks down a single human request into a complex multi-step workflow, eliminating the need for manual prompt engineering entirely.

Performance-Weighted Workflow Evolution: a self-optimising process where workflows with better outcomes are automatically prioritised and refined. New hires achieve "workflow proficiency" within 14 days of system go-live, compared to a historical mean of 45 days. 28% average increase in task completion speed across pilot firms.
Outcome Learning Memory
Module 04 · OLM

Outcome-Learning Memory (OLM)

Dynamic encoding of performance-related prompt features that evolve with client success metrics connecting individual AI interactions to P&L commercial outcomes.

Feedback events are transformed into "Workflow Intelligence" using proprietary algorithms that map successful completions back to the original prompt chain structure. Delivers detailed reports connecting PromptOps AI to financial outcomes, providing small business owners with the same strategic intelligence used by multinational tech companies.
Community Logic Network
Module 05 · CLN

Community Logic Network (CLN)

Federated learning architecture enabling anonymised "Workflow DNA" from thousands of UK service firms to continually improve predictive models without sharing sensitive data.

Anonymised sector-specific benchmarks allow businesses to compare their PromptOps efficiency against regional industry standards. Trends from successful London recruiting patterns can improve workflow strategy for consulting firms in Manchester. Creates a collective intelligence ecosystem impossible for new entrants to replicate without years of UK-specific operational data.
Workflow Equity Analytics
Module 06 · Knowledge Equity

Workflow Equity Analytics

Converts transient employee "AI skills" into permanent organisational "Workflow Equity" protecting businesses from the high cost of talent turnover and logic loss.

The Human-in-the-Loop Governance Index measures the reliability of PromptOps AI, reducing the 84% manual-checking bottleneck. Knowledge Equity Analytics deliver audit-ready reports showing how structured workflows accelerate time-to-output and enhance consistency aligning with the UK's 2025 Productivity Goals and Principles-Based AI Framework requirements.
Competitive Advantage

Why Competitors Cannot Easily
Replicate PromptOps AI

PromptOps AI is built on a layered, UK-specific technical moat accumulated via behavioural data, proprietary models, system architecture, and deep operational integration.

Feature / Capability OpenAI / Claude Enterprise PromptPerfect / AIPRM Zapier / Make.com Generic CRM Tools PromptOps AI
Closed-Loop Intent-to-OutcomeNo (Chat only)NoNoNo✓ Automated logic tracking
Prompt Failure ForensicsNoNoNoNo✓ PFFE trained on failures
UK-Specific BenchmarkingNoGlobal onlyNoLimited✓ UK Regional SME logic
Logic Cloning & DNA FingerprintingLimited (Copy/Paste)Templates onlyNoNo✓ Expert behaviour mapping
Outcome Learning Memory (OLM)NoNoNoNo✓ Performance matching
Workflow Equity AnalyticsNoNoNoNo✓ Intent-to-Business Asset
Federated Community Logic NetworkNoNoNoNo✓ Anonymised CLN benchmarking
Target CustomerGlobal EnterpriseIndividual ProsTech-savvy OpsBroad SalesUK SME Service Firms
Market Analysis

A £177B UK Market.
A Growing, Urgent Need.

The UK's digital and creative sector generates an estimated £177.2 billion in total GVA, employing 2.4 million people across 93.4% microbusinesses. PromptOps AI targets the underserved SME segment of this vast, fragmented market.

Survey Validation

207 Respondents. Clear Signal.
Massive Demand Validated.

Revenue Projection (3-Year)

Logic Core · DNA Architect · Logic Sovereign

AI Adoption Gap · UK SMEs

54% claim adoption · only 16% structurally embedded

Workflow Pain Points

Top AI challenges from 207 UK respondents

Pilot Results (8-Week Study)

Across 5 UK professional service firms

Willingness to Pay (Monthly)

207 UK respondents · pricing validation

GenAI Market Growth (Global, USD B)

Professional services · 27.1% CAGR through 2030

Key Market Insights

UK Regional Structure &
Strategic Opportunity

London The Primary Launch Market

Contributed 51.7% of creative industry GVA in 2023. 78% of all AI and data tech businesses. London-based agencies charge premium rates and cannot afford hallucinated outputs ideal PromptOps AI launchpad.

South East Technology Commuter Belt

16.1% of creative GVA. Distributed professional teams driving growth across digital agencies and independent software studios requiring centralised brand voice and quality control.

North West & West Midlands Digital Hubs

Manchester ("Silicon Canal") and Birmingham rapidly evolving into transformation hubs. North West accounts for 8% of all UK creative industry jobs. Agile operators relying heavily on AI with no R&D budgets.

The Digital Divide Opportunity

Large enterprises build custom RAG pipelines costing >$250K. Only 16% of companies use AI systematically. PromptOps AI brings enterprise-grade workflow governance to the masses.

Regulatory Tailwinds

UK's Principles-Based AI Framework requires companies to prove safety, transparency, and accountability. 50% of professional firms believe AI will be a major growth driver but lack the PromptOps tools to comply.

The Verification Tax

Employees spend 4.3 hours weekly manually fact-checking AI, costing ~£10,600 per employee annually. 82% of production bugs are AI hallucinations creating massive technical debt in UK dev agencies.

How It Works

From Fragmented Prompting
to Organisational DNA. In Four Steps.

Step 01 · Intent Capture

Submit a Business Task. PromptOps AI Does the Rest.

A user submits any business request in plain language a candidate outreach, a code review brief, a client proposal and the Intent-to-Workflow Auto-Synthesis engine immediately begins decomposing it into a structured, multi-step execution chain. No manual prompt engineering required.

The platform analyses the task complexity, infers the optimal tone, structure, and multi-model routing, and presents a governed workflow ready to execute typically within seconds.

Auto-Synthesis Active Intent Parsed
Intent Capture
Step 02 · Logic Fingerprinting

Capture the DNA of Every Successful Interaction.

As tasks execute, the PromptOps AI Fingerprinting Engine monitors in real time tracking tone, structure, accuracy patterns, and output quality. When a high-performing result is detected, the platform encodes its "Behavioural DNA" as a reusable, benchmarked logic asset.

These fingerprints are stored in the Outcome-Learning Memory system, linked directly to the commercial outcomes they produced creating a permanent, growing library of proven workflow logic owned entirely by the business.

Fingerprint Encoded Logic Asset Created
Logic Fingerprinting
Step 03 · Forensic Monitoring

Detect Failures Before They Reach Your Clients.

The Prompt Failure Forensics Engine (PFFE) continuously monitors every workflow execution, analysing the delta between intended instructions and actual outputs. When context drift, hallucinations, or logic errors are detected, the system intervenes proactively.

Actionable root-cause analysis is delivered in real time replacing the 84% manual-checking bottleneck with a governed, automated safety layer. Pilot results: 18% improvement in hallucination rates across 1,200 tested interactions.

PFFE Monitoring Active −18% Hallucinations
Forensic Monitoring
Step 04 · Logic Cloning & Scale

Clone Expert Logic Across Your Entire Team.

Once a Logic Fingerprint is validated, it becomes available across the entire organisation cloneable to any team member, any role, any department. New hires access the same expert-level workflows from day one, achieving proficiency in 14 days vs the industry average of 45 days.

The Community Logic Network (CLN) allows anonymised benchmarking across UK SME peers giving your firm continuous, federated intelligence improvements without ever exposing proprietary data. This is how transient AI skill becomes permanent organisational Knowledge Equity.

Logic Cloned +28% Task Speed
Logic Cloning
Frequently Asked Questions

Everything You Need to Know
About PromptOps AI.

What exactly is PromptOps AI and who is it for?

+
PromptOps AI is an AI-driven behavioural intelligence and workflow automation platform specifically built for UK professional service SMEs including web/software development agencies, content writing agencies, IT firms, and consulting companies. It captures, benchmarks, and clones the hidden logic behind successful AI interactions before it is lost to staff churn, transforming fragmented AI experimentation into permanent, reusable organisational assets.

What is the "AI Value Gap" and how does PromptOps AI fix it?

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The "AI Value Gap" describes the chasm between AI adoption (85% of UK SMEs experimenting) and actual deployment (only 29% successfully integrated into core activities). It results in over £50 billion in global annual losses from hallucinations and "quiet failures." PromptOps AI bridges this gap with a closed-loop platform that links user intent, multi-step execution, and commercial outcomes transforming AI from a variable expense into a precise driver of operational efficiency.

What results did the pilot programme achieve?

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In an 8-week pilot across 5 UK professional service firms: 28% average increase in task completion speed, 18% improvement in hallucination rates (tested over 1,200 AI interactions), new hire workflow proficiency achieved in 14 days vs a 45-day historical average, and a 4.3/5 Logic Equity Value score and 4.0/5 HubSpot/Slack Integration ease rating from participating firms.

Is PromptOps AI compliant with UK data regulations?

+
Yes. PromptOps AI is designed to align fully with the UK's Principles-Based AI Framework set out by DSIT, the Information Commissioner's Office (ICO) guidance on AI and Data Protection, and UK GDPR. Secure on-premise "Logic Nodes" ensure sensitive organisational logic is captured without compromising data privacy. The platform delivers audit-ready forensic reporting for regulatory compliance from day one.

Does PromptOps AI work with the LLMs my team already uses?

+
Yes. PromptOps AI is built on a model-agnostic architecture, designed to sit above any underlying LLM including OpenAI (GPT models), Anthropic (Claude), Google (Gemini), and others. Businesses are never locked into a single provider as the technology evolves. The platform also integrates with dominant UK business tools: HubSpot, Slack, Microsoft 365, and Salesforce.

What is the Community Logic Network (CLN)?

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The CLN is a federated learning architecture that enables sharing of anonymised "Workflow DNA" benchmarks across UK firms. Each SME benefits from regional industry trends for example, insights from successful London recruiting logic patterns improving workflow strategies for consulting firms in Manchester without any private business data being shared or exposed. It creates a collective intelligence advantage that grows stronger with every new member firm.

How long does onboarding take?

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After the initial DNA Onboarding & API Sync (one-time setup fee of £500), most professional firms are operational within hours using the standardised configuration template. New staff achieve full "workflow proficiency" in 14 days a 68% reduction versus the 45-day historical industry average powered by the cloned Logic Fingerprints of their colleagues and predecessors.

What are the pricing tiers?

+
PromptOps AI offers three SaaS subscription tiers: Logic Core at £100/month (basic workflow tracking, prompt chain library, browser layer), DNA Architect at £380/month (DNA Fingerprinting, Logic Cloning, Outcome Learning Memory, CRM sync), and Logic Sovereign at £250/month (Forensic Engine, secure Logic Nodes, CLN access, dedicated support). One-time fees: DNA Onboarding & API Sync at £500 and Forensic Health Assessment at £550.
Pricing Plans

Enterprise-Grade PromptOps.
SME-Optimised Pricing.

Tiered SaaS pricing designed to scale with the complexity of your workflow from basic logic capture to full behavioural cloning and forensic governance.

Tier 01
Logic Core
£100/month

For solo founders & boutique agencies. Get started with workflow tracking and prompt chain libraries.

  • Workflow tracking & logic archiving
  • Prompt chain library access
  • Basic performance metrics
  • Browser layer access
  • UK GDPR compliant storage
  • Community Logic Network (read-only)
Tier 03
Logic Sovereign
£250/month

For multi-site agencies & corporate support teams. Full forensic governance and CLN benchmarking.

  • Everything in DNA Architect
  • Prompt Failure Forensics Engine (PFFE)
  • Secure on-premise Logic Nodes
  • CLN benchmarking access (full)
  • Dedicated customer support
  • Audit-ready compliance reporting
  • Custom API & enterprise integrations
Professional Add-Ons

One-Time Implementation Services

DNA Onboarding & API Sync

£500

One-time setup fee covering API calibration, secure node configuration, multi-model integration, and full platform onboarding for platform access. Applicable for all new firms requiring API integration.

Forensic Health Assessment

£550

Custom DNA audits of legacy tasks and team-wide "PromptOps" training. Includes deep-dive analysis of existing AI workflows, hallucination mapping, and professional implementation fee for firms requiring bespoke assessment.

Contact Us

Request a Demo or
Join Our Pilot Programme.

Talk to the PromptOps AI Team

Ready to eliminate the "AI Value Gap" in your business? Whether you're a solo founder wanting to preserve your workflow DNA or a growing agency needing forensic governance, we'd love to show you exactly how PromptOps AI can transform your operations.

Headquarters London & UK-Wide · Soft Launch 2026
Email promptopsai@outlook.com
Response Time Within 24 Hours · Mon–Fri
Pilot Programme Interest

86.4% of survey respondents expressed interest in piloting PromptOps AI. Join our next cohort of 8–12 London-based professional firms for an 8-week trial. Pilot firms have seen 28% speed gains on average.

Join Pilot Cohort →