AI that earns its place in your product.

We build assistants, copilots and prediction features that answer from your data, work in English, Arabic and French, and are tested before a single customer sees them.

Language modelsRetrieval and vector searchAgents and tool useSpeech and visionEvaluation and guardrails

What we build

Chatbots and virtual agents

Support and sales assistants for your website, WhatsApp, Telegram and mobile app. They resolve routine questions and hand over to a person when it matters.

Copilots for your team

Suggestions, summaries and drafts inside dispatch consoles, booking calendars and back-office tools, so your staff spend time on decisions.

Knowledge assistants

Ask questions of your policies, manuals and contracts and get an answer with the exact source, using retrieval-augmented generation (RAG).

Document intelligence

Read invoices, IDs, forms and reports. Extract the fields you need and check them against your rules.

Voice and language

Speech to text, text to speech and translation across Arabic, English and French, including dialect-friendly intent detection.

Prediction and analytics

ETA and demand forecasting, no-show prediction and anomaly alerts, delivered as dashboards or API calls.

How a grounded answer is made

Most business questions are not about what a model knows. They are about what your company knows. This is the path we build for that.

  1. Your content

    Policies, FAQs, tickets, catalogues, databases.

  2. Prepare

    Clean, split and tag it. Remove personal data.

  3. Index

    Store meaning as vectors next to keywords.

  4. Retrieve

    Find the right passages for each question.

  5. Generate

    A language model writes the answer from them.

  6. Check

    Verify sources, apply guardrails, then reply.

Every answer is logged, scored against test cases and reviewed, then the system improves.

Try an assistant

A scripted demonstration of how a support assistant behaves inside a ride-hailing app.

  • Chatbots on web, WhatsApp and in-appCustomer service that never sleeps, with a handover to your team.
  • Copilots for dispatch, booking and supportSuggestions and summaries for the people who run your operation.
  • Answers from your own documentsRetrieval-augmented generation (RAG) with sources you can click.
  • Arabic, English and FrenchVoice, translation and summaries across all three languages.
Ishtar assistantInteractive demo
Pick a question to try it

Scripted replies for illustration. No live AI model is called on this page.

AI inside the products we build

Taxi and ride-hailing

  • Pickup and arrival time predictions from real trip history
  • Demand forecasts to position drivers before the rush
  • Rider and driver support in three languages

Delivery and logistics

  • Route and ETA models that learn each city
  • Order questions answered from live status
  • Merchant assistants for menus and stock

Medical booking

  • Natural-language appointment booking and rescheduling
  • No-show prediction and smarter reminders
  • Administrative summaries. Clinical decisions stay with clinicians.

SMS and messaging

  • Intent detection and suggested replies
  • Smart routing between SMS, WhatsApp and push
  • Spam and abuse detection on outbound traffic

The technology behind it

We are not tied to one vendor. We pick the model, the index and the hosting that fit your privacy, cost and language needs.

Models

The reasoning engine
OpenAI modelsAzure OpenAI ServiceAmazon BedrockAnthropic ClaudeGoogle GeminiOpen-weight models (Llama, Mistral)

Orchestration

Tools, memory and workflow
Semantic KernelLangChainLlamaIndexFunction and tool callingModel Context Protocol (MCP)

Knowledge

Your data, searchable by meaning
EmbeddingsAzure AI SearchPostgreSQL with pgvectorQdrantOpenSearchHybrid keyword and vector search

Speech and vision

Hearing, speaking, reading
WhisperAzure AI SpeechAzure AI Document IntelligenceAmazon TextractTesseract OCR

Machine learning

Prediction and analytics
Pythonscikit-learnPyTorchXGBoostML.NETPandasPower BI

Safety and operations

Trust, cost and quality
Evaluation setsPrompt-injection testsPII redactionContent filtersTracing and cost monitoringHuman review queues

Product names are trademarks of their respective owners. They are listed to show what we integrate with, not as endorsements or partnerships.

How we keep AI trustworthy

Grounded

Answers come from your approved content and show their sources. If the system does not know, it says so.

Private

We choose provider tiers and regions that keep your data out of model training and inside the jurisdictions you require.

Measured

We build a test set from your real questions, score every release against it, and keep scoring after launch.

Controlled

Rate limits, spending caps, content filters and a clear handover to a human keep behaviour and cost predictable.

From idea to production

  1. Find the job

    We pick one task where AI saves real time or money and define what a good answer looks like.

  2. Prototype

    A working assistant on a slice of your data, in weeks rather than quarters.

  3. Evaluate

    We test it on real cases, fix what fails, and agree the quality bar together.

  4. Ship and monitor

    Launch behind your existing app, with dashboards for quality, cost and usage.

Questions we hear often

Will our data be used to train public models?

No by default. We use business and API tiers that do not train on your data, and we can host in the region you need. For sensitive material we can run open-weight models inside your own cloud account.

Does it work in Arabic?

Yes. We test every assistant in Arabic, English and French, and measure each language separately because quality is not the same across them.

How do you stop wrong answers?

Three layers: answers are limited to retrieved sources, an automatic check rejects unsupported claims, and a test set catches regressions before release. Hard cases go to a person.

Do we need a lot of data first?

No. Most assistants start from the documents you already have: help articles, policies, manuals and past tickets.

What does it cost to run?

Usage cost depends on traffic and model choice. We set budgets and caps, pick the smallest model that meets the quality bar, and report cost per conversation.

Not sure where AI fits? Start with one task.

Tell us what slows your team or your customers down. We will tell you honestly whether AI is the right tool and what a first version would take.

Emailinfo@ishtar-gate.com Manchester, United Kingdom+44 7503 321169 Baghdad, Iraq+964 770 677 1307