let me work out the comments a bit further, starting from the identity
$$\int_{{\rm O}(n)}{\rm tr}\,g^p\,dg=\begin{cases} 0&{\rm if}\;\;p\;\;\text{is an odd integer}\\ 1&{\rm if}\;\;p\;\;\text{is an even integer} \end{cases} $$ the result for $p$ odd is obvious because contributions $\pm g$ to the integral cancel; the result for $p$ even follows without calculation from the fact that only eigenvalues $\pm 1$ of the orthogonal matrix $g$ contribute to the average of the trace (the complex eigenvalues average out to zero); for $n$ odd every $g$ has one such eigenvalue, so the average is one, for $n$ even and ${\rm det}\,g=+1$ there are no such eigenvalues but for ${\rm det}\,g=-1$ there are two, so the average is again one.
so the second integral of the OP evaluates to $$\int_{{\rm O}(n)}g^p\,dg=\begin{cases} 0&{\rm if}\;\;p\;\;\text{is an odd integer}\\ n^{-1}\mathbb{1}&{\rm if}\;\;p\;\;\text{is an even integer} \end{cases} $$
Taylor expansion of the exponent in the first integral of the OP and term-by-term integration gives $$\int_{{\rm O}(n)}e^g\,dg=n^{-1}\mathbb{1}\sum_{p=0}^\infty \frac{1}{(2p)!}=\frac{\cosh 1}{n}\mathbb{1} $$
now for the third integral of the OP, we need the fourth-order tensor $$\int_{{\rm O}(n)}(g^p)_{ij}(g^q)_{kl}\,dg=a_{pq}(n)\delta_{ij}\delta_{kl}+b_{pq}(n)\delta_{ik}\delta_{jl}+c_{pq}(n)\delta_{il}\delta_{jk}$$ so that the required integral takes the form $$\int_{{\rm O}(n)}g^p Ag^q\,dg=a_{pq}(n)A+b_{pq}(n)A^{\rm t}+c_{pq}(n)\mathbb{1}\,{\rm tr}\,A $$ by taking traces I find, using theorem 4 from Diaconis and Shahshahani, that $$na_{pq}(n)+nb_{pq}(n)+n^2 c_{pq}(n)=\int_{{\rm O}(n)}{\rm tr}\,g^{p+q}\,dg=\begin{cases} 0&{\rm if}\;\;p+q\;\;\text{is an odd integer}\\ 1&{\rm if}\;\;p+q\;\;\text{is an even integer} \end{cases} $$ $$n^2a_{pq}(n)+nb_{pq}(n)+nc_{pq}(n)=\int_{{\rm O}(n)}({\rm tr}\,g^p)({\rm tr}\,g^q)\,dg=\begin{cases} p&{\rm if}\;\;p=q\;\;{\rm odd}\\ p+1&{\rm if}\;\;p=q\;\;{\rm even}\\ 1&{\rm if}\;\;p\neq q\;\;\text{both even}\\ 0&{\rm otherwise} \end{cases} $$ $$na_{pq}(n)+n^2 b_{pq}(n)+nc_{pq}(n)=\int_{{\rm O}(n)}{\rm tr}\,g^{|p-q|}\,dg=\begin{cases} 0&{\rm if}\;\;p+q\;\;\text{is an odd integer}\\ 1&{\rm if}\;\;p+q\;\;\text{is an even integer} \end{cases} $$ Three equations with three unknowns give $$ a_{pq}=\frac{-2}{(n-1)(n+2)},\;\;b_{pq}=c_{pq}=\frac{n}{(n-1)(n+2)}\;\;\mbox{if $p\neq q$ both odd}$$ $$ a_{pq}=b_{pq}=c_{pq}=\frac{1}{n+2},\;\;\mbox{if $p\neq q$ both even}$$ $$a_{pq}=1-(n+1)b_{pq},\;\;b_{pq}=c_{pq}=\frac{n-p}{(n-1)(n+2)}\;\;\mbox{if $p=q$ odd}$$ $$a_{pq}=1-(n+1)b_{pq},\;\;b_{pq}=c_{pq}=\frac{n-p-1}{(n-1)(n+2)}\;\;\mbox{if $p=q$ even}$$
That should solve the third integral, but I may well have made some error, so the OP will want to check the algebra.
so my conclusion for the answer to the OP's question "when is $T_{nm}$ conjugate to $T_{n'm'}$" is: whenever $n\neq m$ and $n'\neq m'$ and $n+m+n'+m'$ even