Tepi.
AI integration benefits

— Why Choose Tepi


The case for working
with Tepi Technologies

What distinguishes a Tepi engagement from other AI consulting work is not speed — it is durability. The knowledge stays with your team.

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— Core Benefits


Six reasons organisations return to Tepi

These are the points we hear most often from clients when they describe why they chose to engage us, and why they return.

Documentation as the deliverable

Our work produces written documents — companion pieces to each workflow — that remain useful long after our engagement closes. Most AI consultants do not provide this.

Observation before any recommendation

We watch how your team actually works before suggesting anything. Many AI projects are proposed without this step, which leads to solutions that fit the theory but not the practice.

Builds alongside your staff

Your people are present throughout the build phase. When the engagement ends, they understand what was built and why. There is no knowledge gap when we leave.

Honest about what AI cannot do

Every workflow companion document includes a clear section on limitations — the conditions under which the AI should not be trusted. This protects your team from over-reliance.

Transparent, fixed pricing in SGD

Each engagement type has a published price. We do not bill by the hour and do not expand scope mid-engagement. From SGD 195 for a Marginal Note to SGD 775 for an Annotated Programme.

Sized to where your organisation is now

Three engagement types let you begin at whatever scale is appropriate. You are not pushed into a large programme when a half-day observation is what you actually need.

— In Detail


What each benefit means in practice

Expertise

Professional experience with AI in organisational settings

Our team has worked with organisations across Singapore's financial services, legal, logistics, and public sectors. We understand that AI performs differently in each context and that assumptions drawn from one sector rarely transfer cleanly to another.

  • Three years of AI integration engagements in Singapore
  • Backgrounds spanning process consulting, NLP, and technical writing
  • Sector-appropriate framing, not generic AI advice

Technology

Current tools, applied with appropriate caution

We work with current large language model infrastructure and have assessed a range of AI tooling for the specific demands of professional services environments in Singapore. We select tools based on reliability for the specific task, data residency considerations, and practical maintainability by non-technical staff.

  • Tool selection driven by the workflow, not commercial preference
  • Data residency and MAS guidelines factored into all recommendations
  • Workflows built for maintainability without specialist technical staff

Service

Responsive, written communication throughout

We respond to all enquiries within one working day. During engagements, communication is principally in writing — which means decisions are recorded, and there is no ambiguity about what was agreed. Fortnightly written notes during Annotated Programmes ensure all parties share a clear view of progress.


Value

Fixed prices, no surprise costs

From SGD 195 for a Marginal Note to SGD 775 for an Annotated Programme — all prices are fixed and published. We do not bill by the hour, do not charge for reasonable communications during an engagement, and do not expand scope without explicit agreement.


Results

Outcomes measured by what stays after we leave

We consider an engagement successful when your team can describe, explain, maintain, and — if needed — discontinue what was built, without our involvement. The written documentation we produce is part of that measure, not a bonus deliverable.

— Comparison


Tepi vs. the typical AI engagement

A direct comparison of what our clients experience versus what they have encountered elsewhere.

Typical Providers

Tepi Technologies

Deliver findings verbally or in slide decks
Written companion documents for every workflow
Recommend AI for most processes without careful review
Observation-first; many candidates quietly set aside
Hourly billing with scope that can grow unexpectedly
Fixed prices published openly; no surprise costs
Build the workflow and hand it over to be managed
Build alongside your staff; knowledge transfers during the build
Omit or minimise discussion of AI limitations
Every document includes a section on limitations and conditions for non-use

— What Sets Us Apart


Distinctive features of a Tepi engagement

The marginal annotation method

Our documentation format draws on scholarly annotation practice — each significant decision in a workflow is noted alongside the workflow itself, like a margin note in a well-read book. This makes the document navigable for readers with different levels of technical familiarity.

A four-week trial period built into every Annotated Build

We do not close the build phase and walk away. Every Annotated Build includes a four-week supervised trial with the staff who will actually use the workflow. Observations from this period are incorporated into the final handover document.

No obligation to proceed at any stage

After a Marginal Note, you receive our written assessment and there is no pressure to engage further. After an Annotated Build, you are not steered toward an Annotated Programme. We note what we think might be useful and leave the decision with you.

Closing report with measured year-ahead recommendations

Annotated Programmes close with a written report describing the body of work completed and offering measured recommendations for the year ahead — not a sales document for further work, but a considered professional assessment.

— Recognition


Milestones and professional standing

47+

Organisations served

3

Years in practice

112

Workflow documents written

4.8

Average client rating

IMDA Digital Enterprise Blueprint aligned

Our engagement approach is aligned with IMDA's Digital Enterprise Blueprint for responsible AI adoption in Singapore SMEs.

PDPC-compliant data handling

All client data handling practices comply with Singapore's Personal Data Protection Commission requirements.

Singapore AI Alliance member

Tepi Technologies is a member of Singapore's professional AI practitioner community and abides by its code of practice.

— Begin

See these benefits for your organisation

A Marginal Note engagement at SGD 195 is a low-commitment way to experience our approach directly.

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